{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Практическое задание к уроку 4 \"Визуальный анализ данных\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Условие 1: Задача 1\n",
    "- Постройте график\n",
    "- Назовите график\n",
    "- Сделайте именование оси x и оси y\n",
    "- Сделайте выводы"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1. Скачать следующие данные: kc-house-data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>20141013T000000</td>\n",
       "      <td>221900.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5112</td>\n",
       "      <td>-122.257</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5631500400</td>\n",
       "      <td>20150225T000000</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>1933</td>\n",
       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7379</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>604000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>910</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98136</td>\n",
       "      <td>47.5208</td>\n",
       "      <td>-122.393</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>20150218T000000</td>\n",
       "      <td>510000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id             date     price  bedrooms  bathrooms  sqft_living  \\\n",
       "0  7129300520  20141013T000000  221900.0         3       1.00         1180   \n",
       "1  6414100192  20141209T000000  538000.0         3       2.25         2570   \n",
       "2  5631500400  20150225T000000  180000.0         2       1.00          770   \n",
       "3  2487200875  20141209T000000  604000.0         4       3.00         1960   \n",
       "4  1954400510  20150218T000000  510000.0         3       2.00         1680   \n",
       "\n",
       "   sqft_lot  floors  waterfront  view  ...  grade  sqft_above  sqft_basement  \\\n",
       "0      5650     1.0           0     0  ...      7        1180              0   \n",
       "1      7242     2.0           0     0  ...      7        2170            400   \n",
       "2     10000     1.0           0     0  ...      6         770              0   \n",
       "3      5000     1.0           0     0  ...      7        1050            910   \n",
       "4      8080     1.0           0     0  ...      8        1680              0   \n",
       "\n",
       "   yr_built  yr_renovated  zipcode      lat     long  sqft_living15  \\\n",
       "0      1955             0    98178  47.5112 -122.257           1340   \n",
       "1      1951          1991    98125  47.7210 -122.319           1690   \n",
       "2      1933             0    98028  47.7379 -122.233           2720   \n",
       "3      1965             0    98136  47.5208 -122.393           1360   \n",
       "4      1987             0    98074  47.6168 -122.045           1800   \n",
       "\n",
       "   sqft_lot15  \n",
       "0        5650  \n",
       "1        7639  \n",
       "2        8062  \n",
       "3        5000  \n",
       "4        7503  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\n",
    "    \"https://gbcdn.mrgcdn.ru/uploads/asset/5970311/attachment/09507484ecfe95d8cb7ba705c22393bf.csv\",\n",
    "    sep=\",\",\n",
    ")\n",
    "# df = pd.read_csv(\"kc_house_data.csv\", sep=\",\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2. Изучите распределение стоимости недвижимости"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-1000000.,        0.,  1000000.,  2000000.,  3000000.,  4000000.,\n",
       "         5000000.,  6000000.,  7000000.,  8000000.,  9000000.]),\n",
       " [Text(-1000000.0, 0, '−1000000'),\n",
       "  Text(0.0, 0, '0'),\n",
       "  Text(1000000.0, 0, '1000000'),\n",
       "  Text(2000000.0, 0, '2000000'),\n",
       "  Text(3000000.0, 0, '3000000'),\n",
       "  Text(4000000.0, 0, '4000000'),\n",
       "  Text(5000000.0, 0, '5000000'),\n",
       "  Text(6000000.0, 0, '6000000'),\n",
       "  Text(7000000.0, 0, '7000000'),\n",
       "  Text(8000000.0, 0, '8000000'),\n",
       "  Text(9000000.0, 0, '9000000')])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data=df, x=\"price\", bins=30, kde=True)\n",
    "plt.title(\"Распределение по стоимости\")\n",
    "plt.xlabel(\"Стоимость\")\n",
    "plt.ylabel(\"Количество объектов\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"x\")\n",
    "plt.xticks(rotation=-45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Большинство объектов стоит до 1 млн., с увеличением стоимости количество объектов уменьшается"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.3. Изучите распределение квадратуры жилой"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bins = 20\n",
    "# w = (df[\"sqft_living\"].max() - df[\"sqft_living\"].min()) / bins * 0.9\n",
    "\n",
    "# plt.figure(figsize=(10, 4))\n",
    "# plt.hist(df[\"sqft_living\"], bins=bins, width=w)\n",
    "# plt.title(\"Распределение жилой площади\")\n",
    "# plt.xlabel(\"Жилая площадь\")\n",
    "# plt.ylabel(\"Количество домов\")\n",
    "# plt.xticks(rotation=-45)\n",
    "# plt.ticklabel_format(style=\"plain\", axis=\"x\")\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data=df, x=\"sqft_living\", bins=30, kde=True)\n",
    "plt.title(\"Распределение жилой площади\")\n",
    "plt.xlabel(\"Жилая площадь\")\n",
    "plt.ylabel(\"Количество объектов\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"x\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Большинство объектов имеет жилую площадь от 1000 до 3000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.4. Изучите распределение года постройки"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(10, 4))\n",
    "# plt.hist(df[\"yr_built\"], bins=10, width=10)\n",
    "# plt.title(\"Распределение по году постройки\")\n",
    "# plt.xlabel(\"Год постройки\")\n",
    "# plt.ylabel(\"Количество домов\")\n",
    "# plt.xticks(rotation=-45)\n",
    "# plt.ticklabel_format(style=\"plain\", axis=\"x\")\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data=df, x=\"yr_built\", bins=30, kde=True)\n",
    "plt.title(\"Распределение по году постройки\")\n",
    "plt.xlabel(\"Год постройки\")\n",
    "plt.ylabel(\"Количество объектов\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"x\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f5bd3bb9890>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_per_year = df[\"yr_built\"].value_counts().sort_index()\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(count_per_year.index, count_per_year.values, label=\"Реальные данные\")\n",
    "\n",
    "# Вычисляем параметры линии тренда\n",
    "z = np.polyfit(count_per_year.index, count_per_year.values, 1)\n",
    "p = np.poly1d(z)\n",
    "# Добавляем линию тренда на график\n",
    "plt.plot(count_per_year.index, p(count_per_year.index),\n",
    "         \"r--\", label=\"Линия тренда\")\n",
    "\n",
    "plt.title(\"Распределение по году постройки\")\n",
    "plt.xlabel(\"Год постройки\")\n",
    "plt.ylabel(\"Количество домов\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Имеется устойчивый тренд увеличения количества более новых объектов"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Условие 2: 2 задача\n",
    "#### 2.1. Изучите распределение домов от наличия вида на набережную\n",
    "Постройте график\n",
    "Сделайте выводы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f5bd112f5d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = df[\"waterfront\"].value_counts().sort_index()\n",
    "\n",
    "names = data.index\n",
    "values = data.values\n",
    "\n",
    "plt.pie(values, autopct=\"%.1f%%\", wedgeprops=dict(width=0.25))\n",
    "plt.title(\"Распределение по наличию вида на набережную\")\n",
    "plt.legend([\"Без вида\", \"С видом\"], title=\"Вид на набережную\", loc=\"lower right\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Менее одного процента объектов имеет вид на набережную"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2. Изучите распределение этажей домов\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Количество домов')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = df[\"floors\"].value_counts().sort_index()\n",
    "names = data.index\n",
    "values = data.values\n",
    "\n",
    "w = (names.max() - names.min()) / (data.size * 1.1)\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.bar(names, values, width=w, align=\"center\")\n",
    "plt.title(\"Распределение по количеству этажей\")\n",
    "plt.xlabel(\"Этажность\")\n",
    "plt.ylabel(\"Количество домов\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Большинство домов имеет 1 или 2 этажа"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3. Изучите распределение состояния домов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Количество домов')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = df[\"condition\"].value_counts().sort_index()\n",
    "names = data.index\n",
    "values = data.values\n",
    "\n",
    "w = (names.max() - names.min()) / (data.size * 1.2)\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.bar(names, values, width=w, align=\"center\")\n",
    "plt.title(\"Распределение домов по состоянию\")\n",
    "plt.xlabel(\"Состояние\")\n",
    "plt.ylabel(\"Количество домов\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод:\n",
    "\n",
    "Большинство домов находится в удовлетворительном или лучшем состоянии (3 и более)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Условие 3: 3 задача\n",
    "Исследуйте, какие характеристики недвижимости влияют на стоимость недвижимости, с применением не менее 5 диаграмм из урока.\n",
    "Анализ сделайте в формате storytelling: дополнить каждый график письменными выводами и наблюдениями."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_matrix = df[\n",
    "    [\n",
    "        \"price\",\n",
    "        \"bedrooms\",\n",
    "        \"bathrooms\",\n",
    "        \"sqft_living\",\n",
    "        \"sqft_lot\",\n",
    "        \"floors\",\n",
    "        \"waterfront\",\n",
    "        \"view\",\n",
    "        \"condition\",\n",
    "        \"grade\",\n",
    "        \"sqft_above\",\n",
    "        \"sqft_basement\",\n",
    "        \"yr_built\",\n",
    "        \"yr_renovated\",\n",
    "    ]\n",
    "].corr()\n",
    "\n",
    "corr_matrix = np.round(corr_matrix, 1)\n",
    "corr_matrix[np.abs(corr_matrix) < 0.3] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y5s2bR//+/ZkwYQIeHh788ssv3HPPPURHRzN16lReeOEFPDw86NatG0VFRezdu5fMzMxbRquqk8bFGZe6ocbXzuG1cW8cQ3FGNoVn0yuoaVm9e/dm5qxZREVFEV2vHmvXraOoqIguXboA129E4uPjw/DhwwFYuXIlUVFRBAYGotPp2LN3L1u2bGHM6NHVkndw51ZMXLKGBmFBNAq7fgv3gmIdj7S+frJ+/dOv8PN054XenQH46JtkYiNqE1rLm9yCQpZ+v4P0jGx6t62eKSrFe7fi9NATlF5IozT9Dxyad0Blr6X48C8AOD00GH1uFkU/rTep5xDXCt2JgxgKr1VLzspo3mk43y17Ff/QRgSGxbFvy1J0RQU0urePVXMp7RhWWt4BPbowbcFiYiLr0LBuOCs2bKawqIgeHdsAMHXeJ9Ty9mTUoEfROtgTGRpsUt/V2RnglnJrsNVjWGnnicGtGzFxzY80DPKlUe1a/HfnYQqKS+jV9HpH8d+rt+Hn7szYLi0A6HtPDCt2/8Y73/3CgJYNSLuazaIfDzDw3obVlllpn7vy2OoxXBElZhbWIZ2sOzRkyBAKCgq455570Gg0jB07lpEjR1a6vo+PD1u2bGHcuHG0b98ejUZDfHw8bdpc/4P/9NNP4+zszHvvvce4ceNwcXEhNjaWF1980UK/UeV4NGtEq6TPjK8bzPgXAGeXfcXBpyZYKxbt27cnOyeH/372GRmZmURGRDDtjTeMFwhfunwZ1U1TPAoLC1mwcCFXrlzBwcGBkJAQxr3yCu3bt6+WvF1bNCIzL58Pvt7KlZw8omsHsPCFJ4y3ZU/PyDa55i/nWiHTPlvPlZw83J0dqR8axNLxTxEZVD1TlnSpv6JydsWxTXdULm6UXvqT/FULMVzLBUDt5gUGg0kdtZcfdrUjyf9yfrVkrKyYZg9xLTeD7d+8z7Xcy9QKrs9joxdZfcqH0o5hpeXt3OYeMnPyWLRyHVezcogKC2H2v1/E+3/TBS9euYq6Gp89dyds9RhW2nmiW2wEmdcKWbhlH1fyCogO8GHh4K7GZ2RdyM4zOSYCPFz5YHBX3tu4i8cXrsHPzZlB9zZkeLvqm3antM9deWz1GK6IEjObi0qtjHOjrVAZDH8704lK69ChA/Hx8cyZM8faUSptg33ZT4O3Nd11N27/e/qmZ4bZqojISON6QfIXVkxSOU4dBhjXs9973opJKsdj3I1rYhJt69Fs5RrR+ca60o5hpeXNOPiTFZNUnnfcjVvAK+E4vvkYVtp5onDlu1ZMUjmO/cYb15XwmQPTz53SjmGl5bVFO5q3sNi+W++1jcsJzEmuyRJCCCGEEEIIM5LpgkIIIYQQQogK1dQbVFiKdLLuQHJysrUjCCGEEEIIIWyMdLKEEEIIIYQQFZIbX1SNXJMlhBBCCCGEEGYkI1lCCCGEEEKICsk1WVUjI1lCCCGEEEIIYUYykiWEEEIIIYSokEpGsqpEOllCCCGEEEKICqnUMgGuKqS1hBBCCCGEEMKMVAaDwWDtEEIIIYQQQgjb9Wunthbbd9Okny22b2uRkSwhhBBCCCGEMCO5JksIIYQQQghRIbmFe9VIJ+suc/rUKWtHqJSIyEjj+gb7aCsmqZzuulTjekHyF1ZMUjlOHQYY1wtXvmvFJJXj2G+8cT1xsxWDVMGIzjfWlZBZ8lqe0jLfnDfj4E/WC1JJ3nHtjOtKOw8r8W+z0o5hpeUVyiedLCGEEEIIIUSFVGoZyaoKuSZLCCGEEEIIIcxIRrKEEEIIIYQQFZLnZFWNdLKEEEIIIYQQFZLpglUjXVIhhBBCCCGEMCMZyRJCCCGEEEJUSG7hXjUykiWEEEIIIYQQZqS4TlaHDh148cUXzbrPJUuW4OnpadZ9CiGEEEIIUVOo1CqLLTWRTBcUFVq/fj2rVq8mMzOTiPBwnnvuOaKjy3448Pbt21m5ciXn09MpKSkhODiYPr1706lTp2pOfSvvts2JePkpPJo2wjHIj72PjuLi10nWjgXAiq27WfrDdq5m51GvdgCv9n+Q2PDaZW67bsd+Ji9dZ1LmYKdh94KJ1REVgBW7fmPp9kNcySugnr83r3VvRWztWuVun1NQxPykfST9dobsgiICPV0Z/+C9tKsXUm2Zy7N/23L2bP6E/JzL1AqOoVPfiQSGxVk7VrmUlheUl1nymseqjVtY/vUmMrKyqVsnhIQnB9AwKuK29X7YvptJcz7mvhbxvDN+TDUkvU5p52GoOX+fbfUYrogSM4vqp7iRLGsoLi62dgSr2LZtGx8nJjJo4EDmzZtHeEQEr0+cSFZWVpnbu7m50a9/f2bNnMnChQvp0rkzs2bPZt++fdUbvAwaF2dyDqZy+IWp1o5iYtOew8xctYlnunfgi38/Q73a/ox6/79k5OSVW8fVUcvmd182Lt9Nf6na8m48dJoZG3fxTIcmrHj2EaIDvHlu2Uau5hWUub2upJRnl27kfGYuM/p1Yt0LjzH54bb4uTtXW+byHNv3LclfTafVQ6MZ/Noa/GrHsGr+U+TnXrV2tDIpLS8oL7PkNY/N23fz/tIveerxnix5ZxJRdUJ46c05ZGTnVFgv/dIV5i37P+LrR1VT0uuUdh6GmvP32VaP4YooMbO5qNRqiy01kSJ/q5KSEsaMGYOHhwe+vr5MnDgRg8EAQFFREa+88grBwcG4uLjQsmVLkpOTTeovWbKE0NBQnJ2d6d27N1evmn4wpkyZQnx8PIsWLSI8PBxHR0cA0tLSeOSRR3B1dcXd3Z2+ffty8eJFk7offPABkZGRODg4EB0dzWeffWbyc5VKxUcffUSPHj1wdnamfv367Ny5k5MnT9KhQwdcXFxo3bo1p06dMtY5cOAAHTt2xM3NDXd3d5o1a8bevXvN1ZzlWrNmDQ9268YDDzxAndBQnh8zBq1Wy/fff1/m9nFxcbRp3ZrQ0FCCAgPp1asX4eHhHDlyxOJZb+fyph85PnkOF9dttnYUE59t3kmftk3p1aYJkUF+vD6oB44O9qzdsb/8Sirw9XAzLj7urtWXd8dh+jSLplfTekT6efF6zzY42tux9tfjZW6/Zv9xsguKmD2wC03q+BPs5Ubz8ECiA3yqLXN59iZ9SmzrvsS2ehTfwLp06T8VewdHDu9cbe1oZVJaXlBeZslrHl988wMPd2pHj45tCQ8JYvzIJ9A6OPDNlp/LrVNaqmfy+4k83fdhgvzKHxm3BKWdh6Hm/H221WO4IkrMLKxDkZ2spUuXYmdnx+7du5k7dy6zZs1i0aJFAIwZM4adO3eyYsUKDh48yOOPP063bt04ceIEALt27eKpp55izJgxpKSk0LFjR/7zn//c8h4nT55k9erVfPXVV6SkpKDX63nkkUfIyMhg27Zt/PDDD5w+fZp+/foZ66xZs4axY8fy8ssvc/jwYZ555hmGDx/O1q1bTfY9bdo0hgwZQkpKCjExMQwcOJBnnnmGCRMmsHfvXgwGA2PG3JgmMWjQIGrXrs2ePXvYt28fr732Gvb29pZoWiOdTseJkyeJj483lqnVauLj4zl67Nht6xsMBvanpHDu3DkaNWpkwaTKpSsp4WjaeVrWvzGFRq1W0zImgoOnz5Vbr6ComAcnzKbra7N4ceEXnDx/qTrioisp5Wj6Fe6NDDKWqdUq7o0M4uC5sjNsO5ZGXIgf07/ZQcd3ltNn/moWbUuhVK+vlszlKS0p5uLZI9SJaW0sU6nVhMa05vzpCv5jZSVKywvKyyx5zUOnKyH19B+0iGtgLFOr1bSIq8/h46fLrbd41Xq83N15uFO76ohppLTzMNScv8+2egxXRImZzUmuyaoaRV6TFRISwuzZs1GpVERHR3Po0CFmz55N165d+fTTT0lLSyMo6Pp/BF955RU2btzIp59+yltvvcXcuXPp1q0b48ePB6BevXrs2LGDjRs3mrxHcXExy5Yto1at69+o/fDDDxw6dIjff/+dkJDr15IsW7aMhg0bsmfPHlq0aMGMGTMYNmwYo0aNAiAhIYFffvmFGTNm0LFjR+O+hw8fTt++fQF49dVXadWqFRMnTqRr164AjB07luHDhxu3T0tLY9y4ccTExAAQFVXxVIqioiKKiopMyrRaLVqtttJtnJOTg16vx8vLy6Tcy9OTc2fPllsvPz+fJwYPRqfToVarGT16NE2bNq30+95NMvOuUao34ONm+g2oj7sLZy5cKbNOmL8vU4Y8QlRtf/IKilj2/Q6GvfMJq6eMwt/Lw7J5rxVez+viZJrXxYnfL2eXWedcZi7nf0/nobhIFgzuStrVHN76Zgclej3PdrTecVGQl4lBX4qLm+mImoubDxkXyv+PoLUoLS8oL7PkNY+s3DxK9Xq8PdxNyr093Pnjzwtl1jlw9ATrt/zMsvcmVUdEE0o7D0PN+ftsq8dwRZSY2ZxqamfIUhQ5knXvvfeiUt34h27VqhUnTpzg0KFDlJaWUq9ePVxdXY3Ltm3bjNPvjh49SsuWLU3216pVq1veo06dOsYO1l/1QkJCjB0sgAYNGuDp6cnRo0eN27Rp08ZkP23atDH+/C9xcTcujvT39wcgNjbWpKywsJCcnOvz1xMSEnj66afp3Lkzb7/9tslUwrJMnz4dDw8Pk2X69OkV1jEXJycnFsyfz9w5cxg6dCiJiYkcPHiwWt77btA4MoSereKJCQmkeb0wZj7XDy83Z1b9aP3r3sqiNxjwdnFk0sNtaBDkS7fYCJ6+rzH/t+f237YKIWq+/IJCps77hAnPDsHT3c3acSpFaefhv8jfZyGqlyJHssqTl5eHRqNh3759aDQak5+5ulZtvrSLi4s5o5m4earfX53Fssr0/5tSNWXKFAYOHMiGDRv47rvvmDx5MitWrKB3795l7n/ChAkkJCSYlFVlFAvA3d0dtVpNZmamSXlmVhZe3t7l1lOr1cZRxMjISM6mpbHyyy9NOpbiOi9XZzRqFVdzTS+uvpqTj69H5Y5Xe42G6JBAzl7OsEREE17Ojtfz5pve5OJqfgG+bk5l1qnl6oydRo3mpotaI2p5ciWvAF1JKfZ2mjLrWZqTqxcqteaWC5Xzc6/i4u5rlUwVUVpeUF5myWsenm6uaNTqW25ykZGdg4/nraM8f164RPrlK4x7e56xTP+/a6zb9hvJirn/oXaAn8XyKu08DDXn77OtHsMVUWJmc5KRrKpR5EjWrl27TF7/8ssvREVF0aRJE0pLS7l06RJ169Y1WQICAgCoX79+mfVvp379+pw9e5azNw3F//bbb2RlZdGgQQPjNtu3bzept337duPP70S9evV46aWX+P777+nTpw+ffvppudtqtVrc3d1Nlqp2suzt7YmqW5eUAweMZXq9npSUFOr/b9piZegNBnQ6XZXe+25hb2dH/dAgdh/93Vim1+vZfew0cRFl3zr470r1ek7+eRHfarjo2t5OQ/1AX3adTjeW6fUGdp0+T1ztsv8TFB/qz9mMHPR6g7Hsj6vZ1HJztloHC0Bj54B/SEPSUncaywx6PWmpOwmKaGK1XOVRWl5QXmbJax729nZER9Rh76EbMzj0ej17Dx2jUb1bb+FeJziQ/86cytL3JhuXds0b07RhNEvfm4y/T/mdBrPkVdh5GGrO32dbPYYrosTMwnoUOZKVlpZGQkICzzzzDL/++ivz5s1j5syZ1KtXj0GDBjFkyBBmzpxJkyZNuHz5MklJScTFxdG9e3deeOEF2rRpw4wZM3jkkUfYtGnTLddjlaVz587ExsYyaNAg5syZQ0lJCaNGjaJ9+/Y0b94cgHHjxtG3b1+aNGlC586dWb9+PV999RWbN//zO9oVFBQwbtw4HnvsMcLDwzl37hx79uzh0Ucf/cf7rKzevXszc9YsoqKiiK5Xj7Xr1lFUVESXLl0AmDFjBj4+Psbrx1auXElUVBSBgYHodDr27N3Lli1bGDN6tMWz3o7GxRmXuqHG187htXFvHENxRjaFZ9MrqGlZgzu3YuKSNTQIC6JRWDDLk36hoFjHI62vn6xf//Qr/DzdeaF3ZwA++iaZ2IjahNbyJregkKXf7yA9I5vebatnXv3g1o2YuOZHGgb50qh2Lf678zAFxSX0aloPgH+v3oafuzNju7QAoO89MazY/RvvfPcLA1o2IO1qNot+PMDAextWS96KNO80nO+WvYp/aCMCw+LYt2UpuqICGt3bx9rRyqS0vKC8zJLXPAb06MK0BYuJiaxDw7rhrNiwmcKiInp0vD6dfuq8T6jl7cmoQY+idbAnMjTYpL6r8/VHPPy93FKUdh6GmvP32VaP4YooMbO51NRbrVuKIjtZQ4YMoaCggHvuuQeNRsPYsWMZOXIkAJ9++in/+c9/ePnll/nzzz/x9fXl3nvvpUePHsD167kSExOZPHkykyZNonPnzrz++utMmzatwvdUqVSsW7eO559/nvvuuw+1Wk23bt2YN+/GFIdevXoxd+5cZsyYwdixYwkPD+fTTz+lQ4cO//h31Wg0XL16lSFDhnDx4kV8fX3p06cPU6da/nlP7du3Jzsnh/9+9hkZmZlERkQw7Y03jBfbXrp82eQDV1hYyIKFC7ly5QoODg6EhIQw7pVXaN++vcWz3o5Hs0a0SrpxO/0GM/4FwNllX3HwqQnWikXXFo3IzMvng6+3ciUnj+jaASx84Qnj7YDTM7JNrj/MuVbItM/WcyUnD3dnR+qHBrF0/FNEBlluOs3NusVGkHmtkIVb9nElr4DoAB8WDu6Kj+v16YIXsvNQ35Q3wMOVDwZ35b2Nu3h84Rr83JwZdG9Dhrez/vTRmGYPcS03g+3fvM+13MvUCq7PY6MX2eyUD6XlBeVllrzm0bnNPWTm5LFo5TquZuUQFRbC7H+/iPf/pgtevHLV5DxhbUo7D0PN+ftsq8dwRZSYWViHyvDXA6bEXeH0bW6aYSsiIiON6xvsy36CvS3prks1rhckf2HFJJXj1GGAcb1w5btWTFI5jv3GG9cTbetRZ+Ua0fnGuhIyS17LU1rmm/NmHPzJekEqyTvuxu3flXYeVuLfZqUdw0rLa4tODelusX1HLttgsX1bi4z7CSGEEEIIIYQZKXK6oBBCCCGEEKL6yN0Fq0Y6WUIIIYQQQogKyY0vqkZaSwghhBBCCCHMSEayhBBCCCGEEBWS6YJVIyNZQgghhBBCCGFGMpIlhBBCCCGEqJCMZFWNjGQJIYQQQgghFGXBggWEhYXh6OhIy5Yt2b17d4Xbz5kzh+joaJycnAgJCeGll16isLDQYvlkJEsIIYQQQghRIVu6u+DKlStJSEjgww8/pGXLlsyZM4euXbuSmpqKn5/fLdt//vnnvPbaayxevJjWrVtz/Phxhg0bhkqlYtasWRbJaDutJYQQQgghhBC3MWvWLEaMGMHw4cNp0KABH374Ic7OzixevLjM7Xfs2EGbNm0YOHAgYWFhPPDAAwwYMOC2o193QmUwGAwW27sQQgghhBBC8c6OetRi+/ab/TlFRUUmZVqtFq1We8u2xcXFODs7s2rVKnr16mUsHzp0KFlZWaxbt+6WOp9//jmjRo3i+++/55577uH06dN0796dwYMH869//cvsvw/ISJYQQgghhBDiNlRqtcWW6dOn4+HhYbJMnz69zBxXrlyhtLQUf39/k3J/f38uXLhQZp2BAwfyxhtv0LZtW+zt7YmMjKRDhw4W62CBdLKEEEIIIYQQVjRhwgSys7NNlgkTJpht/8nJybz11lssXLiQX3/9la+++ooNGzYwbdo0s73H38mNL+4yBclfWDtCpTh1GGBcV0Lmm/NusI+2YpLK6a5LNa5bcvjfXEIWrjauJ262YpAqGNH5xrrSjmEltPHN7auEvKC8zDfnzX7veesFqSSPcfOM60rLe/rUKSsmqbyIyEjjupzXzO/mz5xNUlnuFu7lTQ0si6+vLxqNhosXL5qUX7x4kYCAgDLrTJw4kcGDB/P0008DEBsbS35+PiNHjuTf//43agvc1ENGsoQQQgghhBCK4ODgQLNmzUhKSjKW6fV6kpKSaNWqVZl1rl27dktHSqPRAGCp21PISJYQQgghhBCiQrb0MOKEhASGDh1K8+bNueeee5gzZw75+fkMHz4cgCFDhhAcHGy8rqtnz57MmjWLJk2a0LJlS06ePMnEiRPp2bOnsbNlbtLJEkIIIYQQQihGv379uHz5MpMmTeLChQvEx8ezceNG480w0tLSTEauXn/9dVQqFa+//jp//vkntWrVomfPnrz55psWyyidLCGEEEIIIUSFbOlhxABjxoxhzJgxZf4sOTnZ5LWdnR2TJ09m8uTJ1ZDsOttqLSGEEEIIIYRQOBnJEkIIIYQQQlTIlq7JUgLpZAkhhBBCCCEqZGvTBW2dTbdWhw4dePHFFxWzXyGEEEIIIYSo0SNZycnJdOzYkczMTDw9Pa0dR5FWbN3N0h+2czU7j3q1A3i1/4PEhtcuc9t1O/Yzeek6kzIHOw27F0ysjqhGSsz8d95tmxPx8lN4NG2EY5Afex8dxcWvk25fsRq43tcNty6PoHH3pPjcGbK+/ITiP06Wv33H7rje1xWNly/6/FwKft1J1rrlUKKrxtRl279tOXs2f0J+zmVqBcfQqe9EAsPirB2rRhzDf7HVNi6P5DUPhybt0LbohMrFndJLf1KYtIrSC3+Uua1LvxewC426pVx36gjXvvrQ0lEB5eUFWL9+PatWryYzM5OI8HCee+45oqOjy9x2+/btrFy5kvPp6ZSUlBAcHEyf3r3p1KlTteWV85ryyXTBqqnRnSxz0ul02NvbWztGtdq05zAzV23i3wN7EBsezPKkXxj1/n9ZN3UM3u6uZdZxddSy9o0bd3pRWfDp4GVRYuayaFycyTmYytklq2m+aoG14xg5NWuN56PDyPziI4rOnMDt/h7Uen4i6VOeR5+Xc8v2zs3b4tnrCTI+W0DR6VTs/IPwGXy9rbNWL6nm9KaO7fuW5K+m07n/VALDGvPr1qWsmv8UT07eiIubj9Vy1ZRjGGy3jcsjec3DPropjh16U/DDSkrT/0DbrAMuj48i95NpGK7l3bL9tXWL4Kbn1KgcXXAd9hq61P2Stxzbtm3j48REnh8zhuiYGNauXcvrEyeS+PHHZX6p7ObmRr/+/QmpXRs7e3t279rFrNmz8fT0pFmzZhbPK+c1cTey6emCACUlJYwZMwYPDw98fX2ZOHGi8cnMn332Gc2bN8fNzY2AgAAGDhzIpUuXADhz5gwdO3YEwMvLC5VKxbBhw4z71ev1jB8/Hm9vbwICApgyZYrJ+6pUKj744AMefvhhXFxcjPfR/+CDD4iMjMTBwYHo6Gg+++wzk3ppaWk88sgjuLq64u7uTt++fbl48aLx51OmTCE+Pp7FixcTGhqKq6sro0aNorS0lHfffZeAgAD8/PxM7ttvMBiYMmUKoaGhaLVagoKCeOGFF8zWxuX5bPNO+rRtSq82TYgM8uP1QT1wdLBn7Y4K/pCowNfDzbj4lHPytBQlZi7L5U0/cnzyHC6u22ztKCbc7u9J3vbN5P+ylZIL58j84iP0xUW4tC7721CHiBiKTh3j2t6fKc24TNHRA1zb+zMOdepWc/Jb7U36lNjWfYlt9Si+gXXp0n8q9g6OHN652qq5asoxDLbbxuWRvObh0LwjxQd3oju8C/3VCxR8vxKDrhiHRq3K3N5QeA1Dfq5xsQuLAV0xuuPV02lRWl6ANWvW8GC3bjzwwAPUCQ3l+TFj0Gq1fP/992VuHxcXR5vWrQkNDSUoMJBevXoRHh7OkSNHqiWvnNdqBpVaZbGlJrL5TtbSpUuxs7Nj9+7dzJ07l1mzZrFo0SLg+ujStGnTOHDgAGvXruXMmTPGjlRISAirV18/4FNTU0lPT2fu3Lkm+3VxcWHXrl28++67vPHGG/zwww8m7z1lyhR69+7NoUOHePLJJ1mzZg1jx47l5Zdf5vDhwzzzzDMMHz6crVu3Atc7bo888ggZGRls27aNH374gdOnT9OvXz+T/Z46dYrvvvuOjRs38sUXX/DJJ5/QvXt3zp07x7Zt23jnnXd4/fXX2bVrFwCrV69m9uzZfPTRR5w4cYK1a9cSGxtrkfb+i66khKNp52lZP8JYplaraRkTwcHT58qtV1BUzIMTZtP1tVm8uPALTp6/ZNGcN1NiZkXR2OEQGklR6sEbZQYDRccOog2vV2aV4tPHcAiNNHaqND7+ODZqSsGRX6sjcblKS4q5ePYIdWJaG8tUajWhMa05f7r6/qP0dzXpGLbVNi6P5DUTtQZNQAglf6TeVGig5I9UNEFhldqFQ2wrdMd+BV2xRSKaUFperv/f58TJk8THxxvL1Go18fHxHD127Lb1DQYD+1NSOHfuHI0aNbJg0uvkvCbuVjY/XTAkJITZs2ejUqmIjo7m0KFDzJ49mxEjRvDkk08at4uIiOD999+nRYsW5OXl4erqire3NwB+fn63DJ/HxcUZH0gWFRXF/PnzSUpKokuXLsZtBg4cyPDhw42vBwwYwLBhwxg1ahQACQkJ/PLLL8yYMYOOHTuSlJTEoUOH+P333wkJCQFg2bJlNGzYkD179tCiRQvgemds8eLFuLm50aBBAzp27EhqairffvstarWa6Oho3nnnHbZu3UrLli1JS0sjICCAzp07Y29vT2hoKPfcc0+5bVZUVERRUZFJmVarRavVVrrdM/OuUao34ONm+s2Rj7sLZy5cKbNOmL8vU4Y8QlRtf/IKilj2/Q6GvfMJq6eMwt/Lo9Lv/U8pMbOSqF3dUGk0lOZkmZSX5mZj5x9cZp1re39G7eqO38v/AZUKlcaOvB83kbvpq2pIXL6CvEwM+tJbpna4uPmQceG0lVLVrGPYVtu4PJLXPFROLqjUGgzXTKcPG67lovb2v219TUAdNLWCKNj4uaUimlBaXoCcnBz0ej1eXl4m5V6enpw7e7bcevn5+TwxeDA6nQ61Ws3o0aNp2rSppePKea0mkbsLVonNt9a9995rMg+3VatWnDhxgtLSUvbt20fPnj0JDQ3Fzc2N9u3bA9en7N1OXJzpBYqBgYHGqYZ/ad68ucnro0eP0qZNG5OyNm3acPToUePPQ0JCjB0sgAYNGuDp6WncBiAsLAw3Nzfja39/fxo0aID6poPX39/fmOfxxx+noKCAiIgIRowYwZo1aygpKSn3d5s+fToeHh4my/Tp0ytsD3NoHBlCz1bxxIQE0rxeGDOf64eXmzOrftxn8ff+p5SYWUm0UQ1x79qHzBWJXJw+jisfvYNjo6a4P/iYtaPVGHIMi5rEPu5eSi//We5NJ2yNkvI6OTmxYP585s6Zw9ChQ0lMTOTgwYO3r2gFcl4TNYHNd7LKU1hYSNeuXXF3d2f58uXs2bOHNWvWAFBcfPsh+7/fxEKlUqHX603KXFxczBf4Nu9dUZ6QkBBSU1NZuHAhTk5OjBo1ivvuuw+druy7s02YMIHs7GyTZcKECVXK6OXqjEat4mqu6UW/V3Py8fWo3Lxoe42G6JBAzl7OqNJ7/1NKzKwk+rxcDKWlaNw9Tco1bh7o/za69RePnv3J3/0j+TuS0J1Po+DAbrK//hy3rn3AihcxO7l6oVJryM+9alKen3sVF3dfK6WqWcewrbZxeSSveRgK8jHoS1E5u5uUq5zdMOTfenMcE/YOOMQ0o/jgTgsmNKW0vADu7u6o1WoyMzNNyjOzsvD63wyesqjVaoKCgoiMjOTRPn1o26YNK7/80tJx5bxWg6hUKostNZHNd7L+ui7pL7/88gtRUVEcO3aMq1ev8vbbb9OuXTtiYmJuGYlycHAAoLS01CxZ6tevz/bt203Ktm/fToMGDYw/P3v2LGdvGq7/7bffyMrKMm7zTzk5OdGzZ0/ef/99kpOT2blzJ4cOHSpzW61Wi7u7u8lSlamCAPZ2dtQPDWL30d+NZXq9nt3HThMXUfYtV/+uVK/n5J8X8a2mi1WVmFlRSksoTjuFNvqm6wFVKrTRcRT9frzMKioHLRhMv7zA+GWG9U6qGjsH/EMakpZ64z9HBr2etNSdBEU0sVqumnQM22obl0fymom+lNILZ7Grc/N1mirs6tSj9PyZCqva12sCGjt0v+2xaEQTSsvL9S9qo+rWJeXAAWOZXq8nJSWF+jExld6P3mAo98tac5LzWs2hUqstttRENn9NVlpaGgkJCTzzzDP8+uuvzJs3j5kzZxIaGoqDgwPz5s3j2Wef5fDhw0ybNs2kbp06dVCpVHzzzTc89NBDODk54er6zz+g48aNo2/fvjRp0oTOnTuzfv16vvrqKzZvvn4HuM6dOxMbG8ugQYOYM2cOJSUljBo1ivbt298y9bAqlixZQmlpKS1btsTZ2Zn//ve/ODk5UadOnX+8z8oY3LkVE5esoUFYEI3Crt9ytaBYxyOtr59IXv/0K/w83Xmhd2cAPvommdiI2oTW8ia3oJCl3+8gPSOb3m0tP+dbyZnLonFxxqVuqPG1c3ht3BvHUJyRTeHZdKvlyt2yHp8hz1P8xymK/ziBW8ceqLVa8nduAcB76POUZmWQvW45AAWH9uJ2f0+Kz/5O8ZkT2NUKwL1HfwoP7b2181XNmncaznfLXsU/tBGBYXHs27IUXVEBje7tY9VcNeUYBttt4/JIXvMo3rsVp4eeoPRCGqXpf+DQvAMqey3Fh38BwOmhwehzsyj6ab1JPYe4VuhOHMRQeE3y3kbv3r2ZOWsWUVFRRNerx9p16ygqKjJeVz5jxgx8fHyM15WvXLmSqKgoAgMD0el07Nm7ly1btjBm9OhqySvnNXE3svlO1pAhQygoKOCee+5Bo9EwduxYRo4ciUqlYsmSJfzrX//i/fffp2nTpsyYMYOHH37YWDc4OJipU6fy2muvMXz4cIYMGcKSJUv+cZZevXoxd+5cZsyYwdixYwkPD+fTTz+lQ4cOwPVh1HXr1vH8889z3333oVar6datG/PmzbujNvD09OTtt98mISGB0tJSYmNjWb9+PT4+ln0eQ9cWjcjMy+eDr7dyJSeP6NoBLHzhCeNtVNMzsk2GeHOuFTLts/VcycnD3dmR+qFBLB3/FJFBfhbNqfTMZfFo1ohWSTceD9Bgxr8AOLvsKw4+VbWpn+ZUsG8HWa4eePTo/7+HEf/O5fn/QZ+bDYDGyxf0BuP2Od+tAoMBj54D0Hh6o8/LoeDQXrK/rr6LxMsT0+whruVmsP2b97mWe5lawfV5bPQiq0/5qCnHMNhuG5dH8pqHLvVXVM6uOLbpjsrFjdJLf5K/aiGGa7kAqN28wGAwqaP28sOudiT5X86XvJXQvn17snNy+O9nn5GRmUlkRATT3njDeDOMS5cvm4wOFBYWsmDhQq5cuYKDgwMhISGMe+UV47XslibntZqhpt5q3VJUBsPfzhyiRitI/sLaESrFqcMA47oSMt+cd4N9tBWTVE533Y3bFZ8d9agVk1ROyMIbzx9JtK1Hh5VrROcb60o7hpXQxje3rxLygvIy35w3+73nrRekkjzG3fhCU2l5T586ZcUklRcRGWlcl/Oa+d38mbNFV6c8bbF9+0xZZLF9W4vNj2QJIYQQQgghrKyGXjtlKdJaQgghhBBCCGFGMpIlhBBCCCGEqJBck1U1MpIlhBBCCCGEEGYkI1lCCCGEEEKICqlUMjZTFdLJEkIIIYQQQlRMpgtWiXRJhRBCCCGEEMKMZCRLCCGEEEIIUSGV3MK9SqS1hBBCCCGEEMKMZCRLCCGEEEIIUSG5hXvVqAwGg8HaIYQQQgghhBC2K/u95y22b49x8yy2b2uRkSwhhBBCCCFExeQW7lUirSWEEEIIIYQQZiQjWXcZSw71mtPNw8aFK9+1YpLKcew33rh+dtSjVkxSOSELVxvXN9hHWzFJ5XTXpRrXEzdbMUgVjOh8Yz3j4E/WC1JJ3nHtjOtKaOOb2/f0qVPWC1IFEZGRxnWltbHSzmu/dmprxSSV0zTpZ+O6Es4RYHqeUMLnTsmfOVsk12RVjYxkCSGEEEIIIYQZyUiWEEIIIYQQomLynKwqkU6WEEIIIYQQokIqlUwXrArpkgohhBBCCCGEGclIlhBCCCGEEKJiMl2wSqS1hBBCCCGEEMKMZCRLCCGEEEIIUSG5hXvV3FUjWQaDgZEjR+Lt7Y1KpSIlJaXK+5gyZQrx8fHG18OGDaNXr17/uL4QQgghhBCiZrmrRrI2btzIkiVLSE5OJiIiAl9fX1QqFWvWrKlSR+lmc+fOxWAwVHr7V155heefV8YDgQEcmrRD26ITKhd3Si/9SWHSKkov/FHmti79XsAuNOqWct2pI1z76kNLRzVases3lm4/xJW8Aur5e/Na91bE1q5V7vY5BUXMT9pH0m9nyC4oItDTlfEP3ku7eiHVktf1vm64dXkEjbsnxefOkPXlJxT/cbL87Tt2x/W+rmi8fNHn51Lw606y1i2HEl215C2Ld9vmRLz8FB5NG+EY5MfeR0dx8eskq+WprP3blrNn8yfk51ymVnAMnfpOJDAsztqxWLVxC8u/3kRGVjZ164SQ8OQAGkZF3LbeD9t3M2nOx9zXIp53xo+phqS3Z4ttvH79elatXk1mZiYR4eE899xzREeX/VDu7du3s3LlSs6np1NSUkJwcDB9evemU6dO1Zy6bLbYvqC885rvI33w7zsAe29vCk6d4uy82VxLPVr2xhoNAQMH4/PAg9j7+lJ49iznEz8gZ8+uasn6F6WdJ+RzVwOo7qqxmTt2V7XWqVOnCAwMpHXr1gQEBGBnd+d9TA8PDzw9PSu9vaurKz4+Pnf8vtXBPropjh16U7jjO/KWvYv+8p+4PD4KlbNrmdtfW7eInIX/Mi65i9/EoC9Fl7q/2jJvPHSaGRt38UyHJqx49hGiA7x5btlGruYVlLm9rqSUZ5du5HxmLjP6dWLdC48x+eG2+Lk7V0tep2at8Xx0GDkbvuTC9HHo/vyDWs9PRO3qXub2zs3b4tnrievbvzGWjP8uxLlZGzwfGVQtecujcXEm52Aqh1+YatUcVXFs37ckfzWdVg+NZvBra/CrHcOq+U+Rn3vVqrk2b9/N+0u/5KnHe7LknUlE1QnhpTfnkJGdU2G99EtXmLfs/4ivf+sXHdZii228bds2Pk5MZNDAgcybN4/wiAhenziRrKysMrd3c3OjX//+zJo5k4ULF9Klc2dmzZ7Nvn37qjd4GWyxfUF55zWvDvdT+9kxpC/7lGPPPkXBqZPUfWcWduX8bQ96ciS+PR7h7LzZ/PbkYK6sX0vE1Ldwqlt9nz2lnSfkcyfuRorrZK1atYrY2FicnJzw8fGhc+fO5OfnU1paSkJCAp6envj4+DB+/HiGDh1qHKEaNmwYzz//PGlpaahUKsLCwggLCwOgd+/exrKqunm64Mcff0xQUBB6vd5km0ceeYQnn3wSKH+64YwZMwgMDMTHx4fRo0ej09349i49PZ3u3bvj5OREeHg4n3/+OWFhYcyZM6fKeavCoXlHig/uRHd4F/qrFyj4fiUGXTEOjVqVub2h8BqG/FzjYhcWA7pidMerr5P12Y7D9GkWTa+m9Yj08+L1nm1wtLdj7a/Hy9x+zf7jZBcUMXtgF5rU8SfYy43m4YFEB1RPR9jt/p7kbd9M/i9bKblwjswvPkJfXIRL67K/rXOIiKHo1DGu7f2Z0ozLFB09wLW9P+NQp2615C3P5U0/cnzyHC6u22zVHFWxN+lTYlv3JbbVo/gG1qVL/6nYOzhyeOdqq+b64psfeLhTO3p0bEt4SBDjRz6B1sGBb7b8XG6d0lI9k99P5Om+DxPkV/6obXWzxTZes2YND3brxgMPPECd0FCeHzMGrVbL999/X+b2cXFxtGndmtDQUIICA+nVqxfh4eEcOXKkmpPfyhbbF5R3XvN7rD9Xvl1PxqZvKfzjDGlz3kNfVIhPtx5lbu/duSsXPv+MnN2/UJx+nivr15K9ayf+j/evlrygvPOEfO5qCLXKcksNpKhOVnp6OgMGDODJJ5/k6NGjJCcn06dPHwwGAzNnzmTJkiUsXryYn3/+mYyMDNasWWOsO3fuXN544w1q165Neno6e/bsYc+ePQB8+umnxrI78fjjj3P16lW2bt1qLMvIyGDjxo0MGlT+N3Jbt27l1KlTbN26laVLl7JkyRKWLFli/PmQIUM4f/48ycnJrF69mo8//phLly7dUdbbUmvQBIRQ8kfqTYUGSv5IRRMUVqldOMS2QnfsV9AVWyTi3+lKSjmafoV7I4OMZWq1insjgzh4ruz22nYsjbgQP6Z/s4OO7yynz/zVLNqWQunfOsoWobHDITSSotSDN8oMBoqOHUQbXq/MKsWnj+EQGmn8z4fGxx/HRk0pOPKr5fPWIKUlxVw8e4Q6Ma2NZSq1mtCY1pw/XX1fCvydTldC6uk/aBHXwFimVqtpEVefw8dPl1tv8ar1eLm783CndtURs1JssY11Oh0nTp40+aJLrVYTHx/P0WPHblvfYDCwPyWFc+fO0ahRIwsmvT1bbF9Acec1lZ0dzvXqkfvrXpO8ub/uxaVBwzLrqB3sMRQXmZQZiotwaVQ908WUdp6Qz13NoVKpLbbURIq6Jiv9f3Nz+/TpQ506dQCIjY0FYM6cOUyYMIE+ffoA8OGHH7Jp0yZjXQ8PD9zc3NBoNAQEBJjs19PT85ayf8LLy4sHH3yQzz//3DhveNWqVfj6+tKxY8cK682fPx+NRkNMTAzdu3cnKSmJESNGcOzYMTZv3syePXto3rw5AIsWLSIqqvyh/qKiIoqKTP8AaLVatFptpX8XlZMLKrUGwzXTqQeGa7movf1vW18TUAdNrSAKNn5e6fe8U5nXCinVG/BxcTIp93Fx4vfL2WXWOZeZy/nf03koLpIFg7uSdjWHt77ZQYlez7Mdm1o0r9rVDZVGQ2lOlkl5aW42dv7BZda5tvdn1K7u+L38H1CpUGnsyPtxE7mbvrJo1pqmIC8Tg74UFzfTEUsXNx8yLpT/nxRLy8rNo1Svx9vDdFqVt4c7f/x5ocw6B46eYP2Wn1n23qTqiFhpttjGOTk56PV6vLy8TMq9PD05d/ZsufXy8/N5YvBgdDodarWa0aNH07SpZc8Pt2OL7QvKO6/ZeXig0thRkplhUl6SmYFjSJ0y6+Ts2Y3fY/3JO3iAovN/4ta0GZ5t21fbM4SUdp6Qz524Wymqk9W4cWM6depEbGwsXbt25YEHHuCxxx5DrVaTnp5Oy5Ytjdva2dnRvHnzKt2UwhwGDRrEiBEjWLhwIVqtluXLl9O/f3/UFZx8GzZsiEajMb4ODAzk0KFDAKSmpmJnZ2dyYqlbt+4tJ6ubTZ8+nalTTa+NmTx5MlOmTPmHv1XV2cfdS+nlP8u9SYat0BsMeLs4MunhNmjUahoE+XIpJ5+l2w9ZvJP1T2ijGuLetQ+ZKxIpPnMCu1oBeD7+JO4PPkbOd6usHU9Us/yCQqbO+4QJzw7B093N2nFqLCcnJxbMn09BQQEpBw6QmJhIYEAAcXF3wYXu1UBp57VzC+YS+vJ4Gny6HDBQdP48Vzd9i0+37taOVialnifkc2eDaui0PktRVCdLo9Hwww8/sGPHDr7//nvmzZvHv//9b3744QdrRzPq2bMnBoOBDRs20KJFC3766Sdmz55dYR17e3uT1yqV6pbruqpiwoQJJCQkmJRVZRQLwFCQj0FfisrZ9JsylbMbhvyKL6zF3gGHmGYU/ryhSu95p7ycHdGoVVzNN73JxdX8AnzdnMqsU8vVGTuNGs1NneCIWp5cyStAV1KKvZ2mzHrmoM/LxVBaisbd06Rc4+aB/m/fAv/Fo2d/8nf/SP6O63fu051PQ6V1xGvgs+RsXA3V/KWCUjm5eqFSa265UDk/9you7r5WSgWebq5o1OpbLl7PyM7Bx9Pjlu3/vHCJ9MtXGPf2PGOZ/n/HQNt+I1kx9z/UDvCzbOhy2GIbu7u7o1aryczMNCnPzMrCy9u73HpqtZqgoOvTkCMjIzmblsbKL7+06n/2bLF9QXnntZLsbAylJdh5mf7723l5o8so+0YGJdlZnJ70L1T2Dth5uKO7coWgEc9RlH7eYjlvprTzhHzuxN1KcZMgVSoVbdq0YerUqezfvx8HBweSkpIIDAxk164bt08tKSmp1F1o7O3tKS0tNVs+R0dH+vTpw/Lly/niiy+Ijo6+o+Ht6OhoSkpK2L//xlzfkydP3nKyuplWq8Xd3d1kqWonC30ppRfOYlfn5jn0Kuzq1KP0/JkKq9rXawIaO3S/3dk1blVlb6ehfqAvu06nG8v0egO7Tp8nrnbZf0DiQ/05m5GDXn/jj/gfV7Op5eZs0Q4WAKUlFKedQhsde6NMpUIbHUfR72XfqEPloAXD3zrgxg65fMNUWRo7B/xDGpKWutNYZtDrSUvdSVBEE6vlsre3IzqiDnsP3bh1tF6vZ++hYzSqd+utmesEB/LfmVNZ+t5k49KueWOaNoxm6XuT8fcp/z8wlmaLbWxvb09U3bqkHDhgLNPr9aSkpFA/JqbS+9EbDCY3J7IGW2xfQHHnNUNJCdeOH8etSbObAqlwa9KM/N8qvsmCQVeM7soV0GjwbNee7B0/WTTrX5R2npDPXc2hUqstttREihrJ2rVrF0lJSTzwwAP4+fmxa9cuLl++TP369Rk7dixvv/02UVFRxMTEMGvWrHJvDXqzsLAwkpKSaNOmDVqttsJpeJU1aNAgevTowZEjR3jiiSfuaF8xMTF07tyZkSNH8sEHH2Bvb8/LL7+Mk5MTKpVl//gU792K00NPUHohjdL0P3Bo3gGVvZbiw78A4PTQYPS5WRT9tN6knkNcK3QnDmIovGbRfGUZ3LoRE9f8SMMgXxrVrsV/dx6moLiEXk2vdxb/vXobfu7OjO3SAoC+98SwYvdvvPPdLwxo2YC0q9ks+vEAA+8t+4Jnc8vdsh6fIc9T/Mcpiv84gVvHHqi1WvJ3bgHAe+jzlGZlkL1uOQAFh/bidn9Pis/+bpxW496jP4WH9t76n5RqpHFxxqVuqPG1c3ht3BvHUJyRTeHZ9ApqWk/zTsP5btmr+Ic2IjAsjn1blqIrKqDRvX2smmtAjy5MW7CYmMg6NKwbzooNmyksKqJHxzYATJ33CbW8PRk16FG0DvZEhppe5+LqfP3xA38vtwZbbOPevXszc9YsoqKiiK5Xj7Xr1lFUVESXLl0AmDFjBj4+PgwfPhyAlStXEhUVRWBgIDqdjj1797JlyxbGjB5ttd/hL7bYvqC889qlVSuo8+q/uXb8GNeOHaXWo31ROzpxddP12Rh1Xn0d3ZXLnP/kIwCcYxrg4OvLtVMnsff1JXDIk6hUai6uqL5rkJV2npDPnbgbKaqT5e7uzo8//sicOXPIycmhTp06zJw5kwcffJAuXbqQnp7O0KFDUavVPPnkk/Tu3Zvs7LJvePCXmTNnkpCQQGJiIsHBwZw5c+aOc95///14e3uTmprKwIED73h/y5Yt46mnnuK+++4jICCA6dOnc+TIERwdHe943xXRpf6KytkVxzbdUbm4UXrpT/JXLcRwLRcAtZvXLdM41F5+2NWOJP/L+RbNVp5usRFkXitk4ZZ9XMkrIDrAh4WDu+Ljen264IXsPNQ3dU4DPFz5YHBX3tu4i8cXrsHPzZlB9zZkeLvqmY5QsG8HWa4eePTo/7+Hdv7O5fn/QZ97/bjVePnCTaNsOd+tAoMBj54D0Hh6o8/LoeDQXrK/rr4/7mXxaNaIVkmfGV83mPEvAM4u+4qDT02wVqwKxTR7iGu5GWz/5n2u5V6mVnB9Hhu9yOpTPjq3uYfMnDwWrVzH1awcosJCmP3vF/H+3zSgi1eumhzDtswW27h9+/Zk5+Tw388+IyMzk8iICKa98YbxC7ZLly+bfKtaWFjIgoULuXLlCg4ODoSEhDDulVdo3769tX4FI1tsX1DeeS0zeQt2Hp4EDnsaey9vCk6d5ORrL1PyvxkjDn7+Jp09tYMDgU+OQBsYhL6ggOxdv/DH29Mozc+rlrygvPOEfO5qCBs6ppRAZajuO0NUo2HDhpGVlcXatWutHcWszp07R0hICJs3b67y08+z33veQqnMy2PcjbnjhSvftWKSynHsN964fnbUo1ZMUjkhC288z2ODfbQVk1ROd92NRwkkKuRRXCM631jPOFg904juhHfcjds6K6GNb27f06dOWS9IFURERhrXldbGSjuv/dqprRWTVE7TpBvPtFLCOQJMzxNK+Nwp+TNni64tnmyxfTs/OfX2GymMokay7lZbtmwhLy+P2NhY0tPTGT9+PGFhYdx3333WjiaEEEIIIe4GNfTaKUuR1vqbhg0b4urqWuayfPlyq2TS6XT861//omHDhvTu3ZtatWqRnJx8y10JhRBCCCGEsAiVynJLDVSjR7KWLFlS5TrffvttuXev8fe//UN4LaFr16507drVKu8thBBCCCGEqJoa3cn6J+rUKfsJ70IIIYQQQtytauqt1i1FWksIIYQQQgghzEhGsoQQQgghhBAVU8nYTFVIawkhhBBCCCGEGUknSwghhBBCCFExtcpyyz+wYMECwsLCcHR0pGXLluzevbvC7bOyshg9ejSBgYFotVrq1avHt99++4/euzJkuqAQQgghhBBCMVauXElCQgIffvghLVu2ZM6cOXTt2pXU1FT8/Pxu2b64uJguXbrg5+fHqlWrCA4O5o8//sDT09NiGaWTJYQQQgghhKiQyoauyZo1axYjRoxg+PDhAHz44Yds2LCBxYsX89prr92y/eLFi8nIyGDHjh3G58yGhYVZNKPKYDAYLPoOQgghhBBCCEUrXPmuxfat6jWWoqIikzKtVotWq71l2+LiYpydnVm1ahW9evUylg8dOpSsrCzWrVt3S52HHnoIb29vnJ2dWbduHbVq1WLgwIG8+uqraDQas/8+INdkCSGEEEIIIaxo+vTpeHh4mCzTp08vc9srV65QWlqKv7+/Sbm/vz8XLlwos87p06dZtWoVpaWlfPvtt0ycOJGZM2fyn//8x+y/y19kuqAQQgghhBCiYhacLjhhwgQSEhJMysoaxfqn9Ho9fn5+fPzxx2g0Gpo1a8aff/7Je++9x+TJk832PjeTTtZdJnGztRNUzojON9aVkFnyWtbNeTfYR1svSBV016Ua15XWxpLXMpSWWfJaltLygvIyKznv3aa8qYFl8fX1RaPRcPHiRZPyixcvEhAQUGadwMBA7O3tTaYG1q9fnwsXLlBcXIyDg8M/D18OmS4ohBBCCCGEqJhKZbmlChwcHGjWrBlJSUnGMr1eT1JSEq1atSqzTps2bTh58iR6vd5Ydvz4cQIDAy3SwQLpZAkhhBBCCCEUJCEhgcTERJYuXcrRo0d57rnnyM/PN95tcMiQIUyYMMG4/XPPPUdGRgZjx47l+PHjbNiwgbfeeovRo0dbLKNMFxRCCCGEEEJUTG07YzP9+vXj8uXLTJo0iQsXLhAfH8/GjRuNN8NIS0tDfVPekJAQNm3axEsvvURcXBzBwcGMHTuWV1991WIZpZMlhBBCCCGEUJQxY8YwZsyYMn+WnJx8S1mrVq345ZdfLJzqBulkCSGEEEIIISpmQw8jVgLpZAkhhBBCCCEqpq7aDSrudtIlFUIIIYQQQggzkk7WP2QwGBg5ciTe3t6oVCpSUlKqvI8pU6YQHx9v9mxCCCGEEEKYlUptuaUGkumC/9DGjRtZsmQJycnJRERE4Ovri0qlYs2aNfTq1csi73nmzBnCw8PZv3+/TXTO9m9bzp7Nn5Cfc5lawTF06juRwLA4a8cql9LygvIyKymvd9vmRLz8FB5NG+EY5MfeR0dx8euk21e0IiW171+UllnyWp7SMktey1JaXlBmZlH9ambXsRqcOnWKwMBAWrduTUBAAHZ2d1d/9di+b0n+ajqtHhrN4NfW4Fc7hlXznyI/96q1o5VJaXlBeZmVllfj4kzOwVQOvzDV2lEqRWntC8rLLHktT2mZJa9lKS0vKDOz2djIw4iV4q7uZK1atYrY2FicnJzw8fGhc+fO5OfnU1paSkJCAp6envj4+DB+/HiGDh1qHKEaNmwYzz//PGlpaahUKsLCwggLCwOgd+/exrKq0uv1vPHGG9SuXRutVmu85/9fwsPDAWjSpAkqlYoOHTrcYQv8c3uTPiW2dV9iWz2Kb2BduvSfir2DI4d3rrZapoooLS8oL7PS8l7e9CPHJ8/h4rrN1o5SKUprX1BeZslreUrLLHktS2l5QZmZhXXctZ2s9PR0BgwYwJNPPsnRo0dJTk6mT58+GAwGZs6cyZIlS1i8eDE///wzGRkZrFmzxlh37ty5xs5Qeno6e/bsYc+ePQB8+umnxrKqmjt3LjNnzmTGjBkcPHiQrl278vDDD3PixAkAdu/eDcDmzZtJT0/nq6++MkNLVF1pSTEXzx6hTkxrY5lKrSY0pjXnT++3SqaKKC0vKC+z0vIqjRLbV2mZJa/lKS2z5LUspeUFZWY2K7XacksNdHfNcbtJeno6JSUl9OnThzp16gAQGxsLwJw5c5gwYQJ9+vQB4MMPP2TTpk3Guh4eHri5uaHRaAgICDDZr6en5y1llTVjxgxeffVV+vfvD8A777zD1q1bmTNnDgsWLKBWrVoA+Pj4VPgeRUVFFBUVmZRptVq0Wu0/yvV3BXmZGPSluLj5mJS7uPmQceG0Wd7DnJSWF5SXWWl5lUaJ7au0zJLX8pSWWfJaltLygjIzC+upmV3HSmjcuDGdOnUiNjaWxx9/nMTERDIzM8nOziY9PZ2WLVsat7Wzs6N58+YWzZOTk8P58+dp06aNSXmbNm04evRolfY1ffp0PDw8TJbp06ebM64QQgghhLibyDVZVXLXdrI0Gg0//PAD3333HQ0aNGDevHlER0dz5swZa0e7YxMmTCA7O9tkmTBhgtn27+TqhUqtueUiz/zcq7i4+5rtfcxFaXlBeZmVlldplNi+SssseS1PaZklr2UpLS8oM7NZyS3cq6Rm/laVpFKpaNOmDVOnTmX//v04ODiQlJREYGAgu3btMm5XUlLCvn37brs/e3t7SktL/1EWd3d3goKC2L59u0n59u3badCgAQAODg4At30PrVaLu7u7yWKuqYIAGjsH/EMakpa601hm0OtJS91JUEQTs72PuSgtLygvs9LyKo0S21dpmSWv5Skts+S1LKXlBWVmFtZz116TtWvXLpKSknjggQfw8/Nj165dXL58mfr16zN27FjefvttoqKiiImJYdasWWRlZd12n2FhYSQlJdGmTRu0Wi1eXl5VyjRu3DgmT55MZGQk8fHxfPrpp6SkpLB8+XIA/Pz8cHJyYuPGjdSuXRtHR0c8PDz+ya9/x5p3Gs53y17FP7QRgWFx7NuyFF1RAY3u7WOVPLejtLygvMxKy6txccalbqjxtXN4bdwbx1CckU3h2XQrJiub0toXlJdZ8lqe0jJLXstSWl5QZmazqaE3qLCUu7aT5e7uzo8//sicOXPIycmhTp06zJw5kwcffJAuXbqQnp7O0KFDUavVPPnkk/Tu3Zvs7OwK9zlz5kwSEhJITEwkODi4ylMPX3jhBbKzs3n55Ze5dOkSDRo04OuvvyYqKgq4fm3Y+++/zxtvvMGkSZNo164dycnJ/7AF7kxMs4e4lpvB9m/e51ruZWoF1+ex0YtsdrhcaXlBeZmVltejWSNaJX1mfN1gxr8AOLvsKw4+Zb7pteaitPYF5WWWvJantMyS17KUlheUmVlYh8pgMBisHUIJhg0bRlZWFmvXrrV2lDuSqIxHAjGi8411JWSWvJZ1c94N9tHWC1IF3XWpxnWltbHktQylZZa8lqW0vKC8zErOa4sKN31isX07dn3KYvu2Fhn3E0IIIYQQQggzkk6WBTVs2BBXV9cyl7+usxJCCCGEEMLmyd0Fq+SuvSarqpYsWVLlOt9++y06na7Mn/n7+99hIiGEEEIIIYQtkk6WBdWpU8faEYQQQgghhLhzNfShwZYinSwhhBBCCCFExeQW7lUirSWEEEIIIYQQZiQjWUIIIYQQQogKGWS6YJXISJYQQgghhBBCmJGMZAkhhBBCCCEqVkNvtW4p0lpCCCGEEEIIYUYqg8FgsHYIIYQQQgghhO0qSP7CYvt26jDAYvu2FhnJEkIIIYQQQggzkmuyhBBCCCGEEBWSuwtWjXSy7jKnT52ydoRKiYiMNK4nbrZikEoa0fnGuiWH083l5mH5jIM/WTFJ5XjHtTOuK+F4ANNjYoN9tPWCVFJ3XapxXQltfHP7KiEvmGbuPeaE9YJU0pr5UcZ1pZ3XlJZXicewtLH53dy+NklufFEl0lpCCCGEEEIIYUYykiWEEEIIIYSomEwXrBIZyRJCCCGEEEIIM5KRLCGEEEIIIUTF1DI2UxXSWkIIIYQQQghhRjKSJYQQQgghhKiQ3MK9amQkSwghhBBCCCHMSDpZVWAwGBg5ciTe3t6oVCo8PT158cUXrR1LCCGEEEIIy1KpLbfUQDJdsAo2btzIkiVLSE5OJiIigscee8zakSxu/fr1rFq9mszMTCLCw3nuueeIji77warbt29n5cqVnE9Pp6SkhODgYPr07k2nTp2qOXXZ9m9bzp7Nn5Cfc5lawTF06juRwLA4a8dixdbdLP1hO1ez86hXO4BX+z9IbHjtMrddt2M/k5euMylzsNOwe8HE6ogKwKqNW1j+9SYysrKpWyeEhCcH0DAq4rb1fti+m0lzPua+FvG8M35MNSS9PVs9Jsri3bY5ES8/hUfTRjgG+bH30VFc/DrJ2rFuS0ltDLadd0B3bzq39sDFSc2x04V8tPIS6Zd15W7fta0H3dp54Od9/U/92QvFfPldBr/+ds3iWZV2XlNa3orY6jEsbSzuNtLJqoJTp04RGBhI69atAbCzs3zzFRcX4+DgYPH3Kcu2bdv4ODGR58eMITomhrVr1/L6xIkkfvwxnp6et2zv5uZGv/79CaldGzt7e3bv2sWs2bPx9PSkWbNm1f8L3OTYvm9J/mo6nftPJTCsMb9uXcqq+U/x5OSNuLj5WC3Xpj2HmblqE/8e2IPY8GCWJ/3CqPf/y7qpY/B2dy2zjqujlrVv3OikqKpxjvTm7bt5f+mXjB/5BA3rRrByw2ZeenMOK+b+B28P93LrpV+6wrxl/0d8/ahqy3o7tnpMlEfj4kzOwVTOLllN81ULrB2nUpTWxract3dnL7q39+T9zy5y8aqOgT18mDQ6mBf+8we6EkOZda5mlfDZuiukX9ahUkHHlu68NjKIl99O4+yFYotlVdp5TWl5K2Krx7C0cc1gqKEjTpYirVVJw4YN4/nnnyctLQ2VSkVYWNgt22RmZjJkyBC8vLxwdnbmwQcf5MSJEybbrF69moYNG6LVagkLC2PmzJkmPw8LC2PatGkMGTIEd3d3Ro4cSXFxMWPGjCEwMBBHR0fq1KnD9OnTLfnrArBmzRoe7NaNBx54gDqhoTw/ZgxarZbvv/++zO3j4uJo07o1oaGhBAUG0qtXL8LDwzly5IjFs97O3qRPiW3dl9hWj+IbWJcu/adi7+DI4Z2rrZrrs8076dO2Kb3aNCEyyI/XB/XA0cGetTv2l19JBb4ebsbFp5w/UJbwxTc/8HCndvTo2JbwkCDGj3wCrYMD32z5udw6paV6Jr+fyNN9HybIr1a1Zb0dWz0mynN5048cnzyHi+s2WztKpSmtjW05b4+Onvzfpgx2H8rnj/PFzF12EW8PDS0bu5RbZ+/hfH797Rrpl3Wcv6Rj+fqrFBbpqRfuaNGsSjuvKS1vRWz1GJY2riFUKsstNZB0sipp7ty5vPHGG9SuXZv09HT27NlzyzbDhg1j7969fP311+zcuRODwcBDDz2ETnd9Ose+ffvo27cv/fv359ChQ0yZMoWJEyeyZMkSk/3MmDGDxo0bs3//fiZOnMj777/P119/zZdffklqairLly8vs5NnTjqdjhMnTxIfH28sU6vVxMfHc/TYsdvWNxgM7E9J4dy5czRq1MiCSW+vtKSYi2ePUCemtbFMpVYTGtOa86crOMFbmK6khKNp52lZ/8ZUO7VaTcuYCA6ePlduvYKiYh6cMJuur83ixYVfcPL8peqIi05XQurpP2gR18BYplaraRFXn8PHT5dbb/Gq9Xi5u/Nwp3bVEbNSbPWYqEmU1sa2nNffxw5vDzsOHLsxze9aoZ4TZwqJDqtch0mtgrbNXHF0UJH6e6GloirvvKawvBWx1WNY2ljcrWS6YCV5eHjg5uaGRqMhICDglp+fOHGCr7/+mu3btxunEy5fvpyQkBDWrl3L448/zqxZs+jUqRMTJ16fU1yvXj1+++033nvvPYYNG2bc1/3338/LL79sfJ2WlkZUVBRt27ZFpVJRp06dCrMWFRVRVFRkUqbVatFqtZX+fXNyctDr9Xh5eZmUe3l6cu7s2XLr5efn88Tgweh0OtRqNaNHj6Zp06aVfl9LKMjLxKAvvWUY38XNh4wL5XcOLC0z7xqlegM+bqbfzvm4u3DmwpUy64T5+zJlyCNE1fYnr6CIZd/vYNg7n7B6yij8vTwsmjcrN49Svf6WaYHeHu788eeFMuscOHqC9Vt+Ztl7kyyaraps9ZioSZTWxrac19P9+p/q7NxSk/Ks3FLjz8oTGuTA2y+H4GCnorBIz9uJ6Zyz4FRBpZ3XlJa3IrZ6DEsb1xwyXbBqpLXM5OjRo9jZ2dGyZUtjmY+PD9HR0Rw9etS4TZs2bUzqtWnThhMnTlBaeuOPZ/PmzU22GTZsGCkpKURHR/PCCy+UO13vL9OnT8fDw8NkqY7phQBOTk4smD+fuXPmMHToUBITEzl48GC1vPfdoHFkCD1bxRMTEkjzemHMfK4fXm7OrPpxn7Wj3SK/oJCp8z5hwrND8HR3s3YcIRTjvuZufD4z0rjYaf75VJrzF4tJmJ7G+Bln2fhzNi8M9qd2gHWu8y2Pks5roLy8SiRtLGoCGcmyQS4upnPsmzZtyu+//853333H5s2b6du3L507d2bVqlVl1p8wYQIJCQkmZVUZxQJwd3dHrVaTmZlpUp6ZlYWXt3e59dRqNUFBQQBERkZyNi2NlV9+SVyc9e664+TqhUqtIT/3qkl5fu5VXNx9rZQKvFyd0ahVXM3NMym/mpOPr0fl5p7bazREhwRy9nKGJSKa8HRzRaNWk5GdY1KekZ2Dj+et3yz+eeES6ZevMO7tecYyveH6Bfpt+41kxdz/UDvAz7Khy2Grx0RNorQ2tqW8uw/lcfzMjSl99nbXO1kebhoyc258IefppuH3c0W31L9ZSSlcuHJ9yvrps0XUDXWkRwdPPlxhmalXSjuvKS1vRWzpGL6ZtHENUkOvnbIUGckyk/r161NSUsKuXbuMZVevXiU1NZUGDRoYt9m+fbtJve3bt1OvXj00Gk2F+3d3d6dfv34kJiaycuVKVq9eTUZG2ScbrVaLu7u7yVLVTpa9vT1RdeuScuCAsUyv15OSkkL9mJhK70dvMBivSbMWjZ0D/iENSUvdaSwz6PWkpe4kKKKJ1XLZ29lRPzSI3Ud/N5bp9Xp2HztNXETZt7X9u1K9npN/XsS3Gi4Itre3IzqiDnsPHTWW6fV69h46RqN6t97CvU5wIP+dOZWl7002Lu2aN6Zpw2iWvjcZf5/yO+uWZqvHRE2itDa2pbyFRQYuXNEZl7MXisnILiEu2tm4jZOjmqgwR1LPVO36KrXqRqfNEhR3XlNY3orY0jF8M2ljcbeSkSwziYqK4pFHHmHEiBF89NFHuLm58dprrxEcHMwjjzwCwMsvv0yLFi2YNm0a/fr1Y+fOncyfP5+FCxdWuO9Zs2YRGBhIkyZNUKvV/N///R8BAQFl3kbdnHr37s3MWbOIiooiul491q5bR1FREV26dAGu36DDx8eH4cOHA7By5UqioqIIDAxEp9OxZ+9etmzZwpjRoy2aszKadxrOd8texT+0EYFhcezbshRdUQGN7u1j1VyDO7di4pI1NAgLolHY9dvaFhTreKT19ZP1659+hZ+nOy/07gzAR98kExtRm9Ba3uQWFLL0+x2kZ2TTu231XPc2oEcXpi1YTExkHRrWDWfFhs0UFhXRo+P1abBT531CLW9PRg16FK2DPZGhwSb1XZ2v/yfx7+XWYKvHRHk0Ls641A01vnYOr4174xiKM7IpPJtuxWTlU1ob23Leb7Zm8Xg3b9Iv667fwr27DxnZpew6kG/cZurzwfxyII/vfswG4ImHffj1SD6XM0twclRzX3M3GkY58cbC8xbNqrTzmtLyVsRWj2Fp4xpCrsmqEulkmdGnn37K2LFj6dGjB8XFxdx33318++232NvbA9en/X355ZdMmjSJadOmERgYyBtvvGFy04uyuLm58e6773LixAk0Gg0tWrTg22+/Ra227MHevn17snNy+O9nn5GRmUlkRATT3njDeDOMS5cvo7opQ2FhIQsWLuTKlSs4ODgQEhLCuFdeoX379hbNWRkxzR7iWm4G2795n2u5l6kVXJ/HRi+y+vB+1xaNyMzL54Ovt3IlJ4/o2gEsfOEJ461q0zOyTZ4NknOtkGmfredKTh7uzo7UDw1i6finiAyqnml3ndvcQ2ZOHotWruNqVg5RYSHM/veLeP9vuuDFK1dRK2Q6ga0eE+XxaNaIVkmfGV83mPEvAM4u+4qDT02wVqwKKa2NbTnvms2ZOGpVPDfADxcnNUdPFTJt4Z8mz8gK8LXH3fXGrAgPVw1jhwTg5a7hWqGeM38W88bC8yZ3KbQEpZ3XlJa3IrZ6DEsbi7uRymAwlP0UQ1EjnT51ytoRKiUiMtK4nqiAxwKN6HxjvSD5C+sFqSSnDgOM6xkHf7Jiksrxjrtx+3clHA9gekxssI+2XpBK6q5LNa4roY1vbl8l5AXTzL3HnCh/QxuxZv6Nh4cr7bymtLxKPIaljc3v5va1RTn7Nlls3+7Nulps39YiI1lCCCGEEEKIisl0wSqR1hJCCCGEEEIIM5KRLCGEEEIIIUSFDCjjmmtbISNZQgghhBBCCGFGMpIlhBBCCCGEqJBBrsmqEmktIYQQQgghhDAjGckSQgghhBBCVExGsqpEWksIIYQQQgihKAsWLCAsLAxHR0datmzJ7t27K1VvxYoVqFQqevXqZdF80skSQgghhBBCVMigUllsqaqVK1eSkJDA5MmT+fXXX2ncuDFdu3bl0qVLFdY7c+YMr7zyCu3atfunzVBp0skSQgghhBBCVMigUltsqapZs2YxYsQIhg8fToMGDfjwww9xdnZm8eLF5dYpLS1l0KBBTJ06lYiIiDtpikpRGQwGg8XfRQghhBBCCKFYGQd/sti+XaLvoaioyKRMq9Wi1Wpv2ba4uBhnZ2dWrVplMuVv6NChZGVlsW7dujLfY/LkyRw8eJA1a9YwbNgwsrKyWLt2rTl/DRMykiWEEEIIIYSomEplsWX69Ol4eHiYLNOnTy8zxpUrVygtLcXf39+k3N/fnwsXLpRZ5+eff+aTTz4hMTHR7M1SHrm7oBBCCCGEEMJqJkyYQEJCgklZWaNY/0Rubi6DBw8mMTERX19fs+yzMqSTdZc5feqUtSNUSkRkpHE9cbMVg1TSiM431iWv+SktLygv8815N9hHWy9IJXXXpRrXLTmFxZy8425caK20Y0Lymp/S8oLyMis5ry2y5MOIy5saWBZfX180Gg0XL140Kb948SIBAQG3bH/q1CnOnDlDz549jWV6vR4AOzs7UlNTibzp/53mItMFhRBCCCGEEIrg4OBAs2bNSEpKMpbp9XqSkpJo1arVLdvHxMRw6NAhUlJSjMvDDz9Mx44dSUlJISQkxCI5ZSRLCCGEEEIIUSEDVb/VuqUkJCQwdOhQmjdvzj333MOcOXPIz89n+PDhAAwZMoTg4GCmT5+Oo6MjjRo1Mqnv6ekJcEu5OUknSwghhBBCCKEY/fr14/Lly0yaNIkLFy4QHx/Pxo0bjTfDSEtLQ6227oQ96WQJIYQQQgghKmTJa7L+iTFjxjBmzJgyf5acnFxh3SVLlpg/0N9IJ0sIIYQQQghRMZXtTBdUAtvqkgohhBBCCCGEwslIlhBCCCGEEKJCBhmbqRJprTt04cIFunTpgouLi/FOJUIIIYQQQoi71103ktWhQwfi4+OZM2eOWfY3e/Zs0tPTSUlJwcPDwyz7LE9ycjIdO3YkMzOz2jp069evZ9Xq1WRmZhIRHs5zzz1HdHTZDyrdvn07K1eu5Hx6OiUlJQQHB9Ond286depULVlvZ/+25ezZ/An5OZepFRxDp74TCQyLs3asCikts+S1LCXl9W7bnIiXn8KjaSMcg/zY++goLn6ddPuK1WDVxi0s/3oTGVnZ1K0TQsKTA2gYFXHbej9s382kOR9zX4t43hlf9sXW1U1Jx8RflJZZ8lqW0vKCMjObg0GuyaoSGcn6h4qLi4HrT5Fu1qwZUVFR+Pn5lbmtTqerzmhms23bNj5OTGTQwIHMmzeP8IgIXp84kaysrDK3d3Nzo1///syaOZOFCxfSpXNnZs2ezb59+6o3eBmO7fuW5K+m0+qh0Qx+bQ1+tWNYNf8p8nOvWjtauZSWWfJaltLyalycyTmYyuEXplo7ionN23fz/tIveerxnix5ZxJRdUJ46c05ZGTnVFgv/dIV5i37P+LrR1VT0ttT2jEByssseS1LaXlBmZmFddh8J+ubb77B09OT0tJSAFJSUlCpVLz22mvGbZ5++mmeeOIJrl69yoABAwgODsbZ2ZnY2Fi++OIL43bDhg1j27ZtzJ07F5VKhUql4syZMwAcPnyYBx98EFdXV/z9/Rk8eDBXrlwx1u3QoQNjxozhxRdfxNfXl65duxIWFsbq1atZtmwZKpWKYcOGAaBSqfjggw94+OGHcXFx4c033wTggw8+IDIyEgcHB6Kjo/nss89MfleVSsWiRYvo3bs3zs7OREVF8fXXXwNw5swZOnbsCICXl5fJ+1nKmjVreLBbNx544AHqhIby/JgxaLVavv/++zK3j4uLo03r1oSGhhIUGEivXr0IDw/nyJEjFs1ZGXuTPiW2dV9iWz2Kb2BduvSfir2DI4d3rrZ2tHIpLbPktSyl5b286UeOT57DxXWbrR3FxBff/MDDndrRo2NbwkOCGD/yCbQODnyz5edy65SW6pn8fiJP932YIL9a1Zi2Yko7JkB5mSWvZSktLygzs7kYVGqLLTWRzf9W7dq1Izc3l/379wPXR1d8fX1N7n+/bds2OnToQGFhIc2aNWPDhg0cPnyYkSNHMnjwYHbv3g3A3LlzadWqFSNGjCA9PZ309HRCQkLIysri/vvvp0mTJuzdu5eNGzdy8eJF+vbta5Jl6dKlODg4sH37dj788EP27NlDt27d6Nu3L+np6cydO9e47ZQpU+jduzeHDh3iySefZM2aNYwdO5aXX36Zw4cP88wzzzB8+HC2bt1q8h5Tp06lb9++HDx4kIceeohBgwaRkZFBSEgIq1df/wCnpqbe8n7mptPpOHHyJPHx8cYytVpNfHw8R48du219g8HA/pQUzp07Z9GnaVdGaUkxF88eoU5Ma2OZSq0mNKY150/vt2Ky8ikts+S1LKXltVU6XQmpp/+gRVwDY5laraZFXH0OHz9dbr3Fq9bj5e7Ow53aVUfMSlHiMaG0zJLXspSWF5SZWViPzV+T5eHhQXx8PMnJyTRv3pzk5GReeuklpk6dSl5eHtnZ2Zw8eZL27dsTHBzMK6+8Yqz7/PPPs2nTJr788kvuuecePDw8cHBwwNnZmYCAAON28+fPp0mTJrz11lvGssWLFxMSEsLx48epV68eAFFRUbz77rsm+bRaLU5OTib7Axg4cCDDhw83vh4wYADDhg1j1KhRACQkJPDLL78wY8YM4wgVXB9tGzBgAABvvfUW77//Prt376Zbt254e3sD4OfnV+E1WUVFRRQVFd2SU6vVlt/Qf5OTk4Ner8fLy8uk3MvTk3Nnz5ZbLz8/nycGD0an06FWqxk9ejRNmzat9PtaQkFeJgZ9KS5uPiblLm4+ZFwo/z9W1qS0zJLXspSW11Zl5eZRqtfj7eFuUu7t4c4ff14os86BoydYv+Vnlr03qToiVpoSjwmlZZa8lqW0vKDMzOZkQK7JqgqbH8kCaN++PcnJyRgMBn766Sf69OlD/fr1+fnnn9m2bRtBQUFERUVRWlrKtGnTiI2NxdvbG1dXVzZt2kRaWlqF+z9w4ABbt27F1dXVuMTExADXr7n6S7NmzSqduXnz5iavjx49Sps2bUzK2rRpw9GjR03K4uJuXDjp4uKCu7s7ly5dqvT7AkyfPh0PDw+TZfr06VXaxz/l5OTEgvnzmTtnDkOHDiUxMZGDBw9Wy3sLIYQ55RcUMnXeJ0x4dgie7m7WjiOEEFYl0wWrxuZHsuD69VCLFy/mwIED2NvbExMTQ4cOHUhOTiYzM5P27dsD8N577zF37lzmzJlDbGwsLi4uvPjii8abVJQnLy+Pnj178s4779zys8DAQOO6i4tLpTNXZdub2dvbm7xWqVTo9foq7WPChAkkJCSYlFVlFAvA3d0dtVpNZmamSXlmVhZe/xtRK4tarSYoKAiAyMhIzqalsfLLL006j9XNydULlVpzy0Wp+blXcXH3tVKqiikts+S1LKXltVWebq5o1OpbbnKRkZ2Dj+etd4f988Il0i9fYdzb84xleoMBgLb9RrJi7n+oHVD2DY8sTYnHhNIyS17LUlpeUGZmYT2K6Dr+dV3W7NmzjR2qvzpZycnJdOjQAbh+C/FHHnmEJ554gsaNGxMREcHx48dN9uXg4GC8icZfmjZtypEjRwgLC6Nu3bomyz/tLP1d/fr12b59u0nZ9u3badCgQTk1buXg4ABwS/6/02q1uLu7myxV7WTZ29sTVbcuKQcOGMv0ej0pKSnU/98oX2XoDQar311RY+eAf0hD0lJ3GssMej1pqTsJimhixWTlU1pmyWtZSstrq+zt7YiOqMPeQzdmEOj1evYeOkajerfewr1OcCD/nTmVpe9NNi7tmjemacNolr43GX+f8r9wsjQlHhNKyyx5LUtpeUGZmc3JoFJZbKmJFDGS5eXlRVxcHMuXL2f+/PkA3HffffTt2xedTmfseEVFRbFq1Sp27NiBl5cXs2bN4uLFiyYdmbCwMHbt2sWZM2dwdXXF29ub0aNHk5iYyIABAxg/fjze3t6cPHmSFStWsGjRIjQazR3/DuPGjaNv3740adKEzp07s379er766is2b678nbfq1KmDSqXim2++4aGHHsLJyQlXV9c7zlae3r17M3PWLKKiooiuV4+169ZRVFREly5dAJgxYwY+Pj7Ga89WrlxJVFQUgYGB6HQ69uzdy5YtWxgzerTFMlZW807D+W7Zq/iHNiIwLI59W5aiKyqg0b19rB2tXErLLHktS2l5NS7OuNQNNb52Dq+Ne+MYijOyKTybbrVcA3p0YdqCxcRE1qFh3XBWbNhMYVERPTpen849dd4n1PL2ZNSgR9E62BMZGmxS39XZGeCWcmtQ2jEByssseS1LaXlBmZmFdSiikwXXr8tKSUkxjlp5e3vToEEDLl68aHw47uuvv87p06fp2rUrzs7OjBw5kl69epGdnW3czyuvvMLQoUNp0KABBQUF/P7774SFhbF9+3ZeffVVHnjgAYqKiqhTpw7dunVDrTbPYF+vXr2YO3cuM2bMYOzYsYSHh/Ppp58af5/KCA4OZurUqbz22msMHz6cIUOGsGTJErPkK0v79u3Jzsnhv599RkZmJpEREUx74w3jzTAuXb6M6qb2KSwsZMHChVy5cgUHBwdCQkIY98orxk6wNcU0e4hruRls/+Z9ruVeplZwfR4bvcimh/eVllnyWpbS8no0a0SrpBuPqWgw418AnF32FQefmmCtWHRucw+ZOXksWrmOq1k5RIWFMPvfL+L9v+mCF69cRa2Qb1WVdkyA8jJLXstSWl5QZmZzkRtfVI3KYPjfBHNxVzh90408bFlEZKRxPdG2HrNTphGdb6xLXvNTWl5QXuab826wj7ZekErqrks1rmcc/MmKSSrPO+7GLeCVdkxIXvNTWl5QXmYl57VF544ftti+a9ez7uN+LEExI1lCCCGEEEII66ipdwG0FGktIYQQQgghhDAjGckSQgghhBBCVEiuyaoa6WQJIYQQQgghKiTTBatGWksIIYQQQgghzEhGsoQQQgghhBAVkumCVSMjWUIIIYQQQghhRjKSJYQQQgghhKiQXJNVNdJaQgghhBBCCGFGMpIlhBBCCCGEqJBck1U1KoPBYLB2CCGEEEIIIYTtOn3qlMX2HREZabF9W4uMZAkhhBBCCCEqZFDJSFZVSCdLCCGEEEIIUSGDQTpZVSGdrLtMxsGfrB2hUrzj2hnXEzdbMUgljeh8Y11peS05/G8uN08jUEL7grKPCSWcJ24+R2ywj7Ziksrrrks1rivtmJDzhPkprX1B2W2stLxC+aSTJYQQQgghhKiQQW5KXiXSWkIIIYQQQghhRjKSJYQQQgghhKiQ3MK9amQkSwghhBBCCCHMSEayhBBCCCGEEBWSkayqkZEsIYQQQgghhDAjGckSQgghhBBCVEhGsqpGRrKqwZQpU4iPj7d2DCGEEEIIIf4RAyqLLTWRjGRVg1deeYXnn3/e2jH+kVUbt7D8601kZGVTt04ICU8OoGFUxG3r/bB9N5PmfMx9LeJ5Z/yYakh6e/u3LWfP5k/Iz7lMreAYOvWdSGBYnLVjVcgWM69fv55Vq1eTmZlJRHg4zz33HNHRZT8Mdvv27axcuZLz6emUlJQQHBxMn9696dSpUzWnLpsttm9FbDVvTTlPeLdtTsTLT+HRtBGOQX7sfXQUF79OsnasCtnqMSHnCcurKW1sq+1bESVmFtVPRrKqgaurKz4+PtaOUWWbt+/m/aVf8tTjPVnyziSi6oTw0ptzyMjOqbBe+qUrzFv2f8TXj6qmpLd3bN+3JH81nVYPjWbwa2vwqx3DqvlPkZ971drRymWLmbdt28bHiYkMGjiQefPmER4RwesTJ5KVlVXm9m5ubvTr359ZM2eycOFCunTuzKzZs9m3b1/1Bi+DLbZvRWw1b006T2hcnMk5mMrhF6ZaO0ql2OoxIecJy6spbWyr7VsRJWY2F4NBZbGlJpJOlhl8/PHHBAUFodfrTcofeeQRnnzyyTKnCy5atIj69evj6OhITEwMCxcuNP7sscceY8yYG9/qvvjii6hUKo4dOwZAcXExLi4ubN682XK/FPDFNz/wcKd29OjYlvCQIMaPfAKtgwPfbPm53DqlpXomv5/I030fJsivlkXzVcXepE+Jbd2X2FaP4htYly79p2Lv4MjhnautHa1ctph5zZo1PNitGw888AB1QkN5fswYtFot33//fZnbx8XF0aZ1a0JDQwkKDKRXr16Eh4dz5MiRak5+K1ts34rYat6adJ64vOlHjk+ew8V1lj23moutHhNynrC8mtLGttq+FVFiZmEd0skyg8cff5yrV6+ydetWY1lGRgYbN25k0KBBt2y/fPlyJk2axJtvvsnRo0d56623mDhxIkuXLgWgffv2JCcnG7fftm0bvr6+xrI9e/ag0+lo3bq1xX4nna6E1NN/0CKugbFMrVbTIq4+h4+fLrfe4lXr8XJ35+FO7SyWrapKS4q5ePYIdWJutJdKrSY0pjXnT++3YrLy2WJmnU7HiZMnTb4wUKvVxMfHc/R/XwBUxGAwsD8lhXPnztGoUSMLJr09W2zfithq3pp0nlAa2z0m5DxhaTWljW21fSuixMzmJNdkVY1ck2UGXl5ePPjgg3z++efG+c2rVq3C19eXjh078tNPP5lsP3nyZGbOnEmfPn0ACA8P57fffuOjjz5i6NChdOjQgbFjx3L58mXs7Oz47bffmDhxIsnJyTz77LMkJyfTokULnJ2dy8xTVFREUVGRSZlWq0Wr1Vb6d8rKzaNUr8fbw92k3NvDnT/+vFBmnQNHT7B+y88se29Spd+nOhTkZWLQl+LiZjpl08XNh4wL5f9H0JpsMXNOTg56vR4vLy+Tci9PT86dPVtuvfz8fJ4YPBidTodarWb06NE0bdrU0nErZIvtWxFbzVuTzhNKY6vHhJwnLK+mtLGttm9FlJhZWI90ssxk0KBBjBgxgoULF6LValm+fDn9+/dHrTYdLMzPz+fUqVM89dRTjBgxwlheUlKCh4cHAI0aNcLb25tt27bh4OBAkyZN6NGjBwsWLACuj2x16NCh3CzTp09n6lTTawomT57MlClTzPPLliG/oJCp8z5hwrND8HR3s9j7COVxcnJiwfz5FBQUkHLgAImJiQQGBBAXJxcJ323kPCHKI+cJy5M2Fneqpo44WYp0ssykZ8+eGAwGNmzYQIsWLfjpp5+YPXv2Ldvl5eUBkJiYSMuWLU1+ptFoAFCpVNx3330kJyej1Wrp0KEDcXFxFBUVcfjwYXbs2MErr7xSbpYJEyaQkJBgUlaVUSwATzdXNGr1LRevZ2Tn4OPpccv2f164RPrlK4x7e56xTG8wANC230hWzP0PtQP8qpTBXJxcvVCpNbdclJqfexUXd1+rZLodW8zs7u6OWq0mMzPTpDwzKwsvb+9y66nVaoKCggCIjIzkbFoaK7/80qp/2G2xfStiq3lr0nlCaWz1mJDzhOXVlDa21fatiBIzC+uRa7LMxNHRkT59+rB8+XK++OILoqOjyxyG9/f3JygoiNOnT1O3bl2TJTw83LjdX9dlJScn06FDB9RqNffddx/vvfceRUVFtGnTptwsWq0Wd3d3k6WqnSx7ezuiI+qw99BRY5ler2fvoWM0qnfrrZnrBAfy35lTWfreZOPSrnljmjaMZul7k/H3Kf/Eb2kaOwf8QxqSlrrTWGbQ60lL3UlQRBOr5aqILWa2t7cnqm5dUg4cMJbp9XpSUlKoHxNT6f3oDQZ0Op0lIlaaLbZvRWw1b006TyiN7R4Tcp6wtJrSxrbavhVRYmZzkmuyqkZGssxo0KBB9OjRgyNHjvDEE0+Uu93UqVN54YUX8PDwoFu3bhQVFbF3714yMzONI1AdOnTgpZdewsHBgbZt2xrLXnnlFVq0aIGLi4vFf58BPbowbcFiYiLr0LBuOCs2bKawqIgeHa938KbO+4Ra3p6MGvQoWgd7IkODTeq7/u+asb+XW0PzTsP5btmr+Ic2IjAsjn1blqIrKqDRvX2sHa1ctpi5d+/ezJw1i6ioKKLr1WPtunUUFRXRpUsXAGbMmIGPjw/Dhw8HYOXKlURFRREYGIhOp2PP3r1s2bKFMaNHW+13+Isttm9FbDVvTTpPaFyccakbanztHF4b98YxFGdkU3g23YrJymarx4ScJyyvprSxrbZvRZSYWViHdLLM6P7778fb25vU1FQGDhxY7nZPP/00zs7OvPfee4wbNw4XFxdiY2N58cUXjdvExsbi6elJvXr1cHV1Ba53skpLSyu8HsucOre5h8ycPBatXMfVrByiwkKY/e8X8f7fNKCLV66iVinj24eYZg9xLTeD7d+8z7Xcy9QKrs9joxfZ9PC+LWZu37492Tk5/Pezz8jIzCQyIoJpb7xhvAD70uXLqG66DrGwsJAFCxdy5coVHBwcCAkJYdwrr9C+fXtr/QpGtti+FbHVvDXpPOHRrBGtkj4zvm4w418AnF32FQefmmCtWOWy1WNCzhOWV1Pa2FbbtyJKzGwuNfV5VpaiMhj+NyFe3BUyDv50+41sgHfcjVs7JyrgkTUjOt9YV1re06dOWS9IJUVERhrXldC+oOxjQgnniZvPERvso62YpPK661KN60o7JuQ8YX5Ka19QdhsrLa8tSjlx2WL7jo+ynWcmmotckyWEEEIIIYQQZiTTBYUQQgghhBAVqqk3qLAUGckSQgghhBBCCDOSkSwhhBBCCCFEheTGF1UjI1lCCCGEEEIIYUYykiWEEEIIIYSokFyTVTUykiWEEEIIIYQQZiSdLCGEEEIIIUSFDAaVxZZ/YsGCBYSFheHo6EjLli3ZvXt3udsmJibSrl07vLy88PLyonPnzhVubw7SyRJCCCGEEEJUyIDKYktVrVy5koSEBCZPnsyvv/5K48aN6dq1K5cuXSpz++TkZAYMGMDWrVvZuXMnISEhPPDAA/z555932izlkk6WEEIIIYQQQjFmzZrFiBEjGD58OA0aNODDDz/E2dmZxYsXl7n98uXLGTVqFPHx8cTExLBo0SL0ej1JSUkWy6gyGAwGi+1dCCGEEEIIoXi7j2VbbN+Nwx0pKioyKdNqtWi12lu2LS4uxtnZmVWrVtGrVy9j+dChQ8nKymLdunW3fb/c3Fz8/Pz4v//7P3r06HHH+csiI1lCCCGEEEIIq5k+fToeHh4my/Tp08vc9sqVK5SWluLv729S7u/vz4ULFyr1fq+++ipBQUF07tz5jrOXR27hLoQQQgghhKiQ3oL7njBhAgkJCSZlZY1imcPbb7/NihUrSE5OxtHR0SLvAdLJuuskbrZ2gsoZcdMXC0rILHktS2l5wTRz7zEnrBekktbMjzKuK6GNlX5MbLCPtl6QSuquSzWuK6GNlXZMKC0vmGZu23Ob9YJU0s/r2xvXldDGIyw3qGLzypsaWBZfX180Gg0XL140Kb948SIBAQEV1p0xYwZvv/02mzdvJi4u7h/nrQyZLiiEEEIIIYSokK3cwt3BwYFmzZqZ3LTir5tYtGrVqtx67777LtOmTWPjxo00b978H7dDZclIlhBCCCGEEEIxEhISGDp0KM2bN+eee+5hzpw55OfnM3z4cACGDBlCcHCw8bqud955h0mTJvH5558TFhZmvHbL1dUVV1dXi2SUTpYQQgghhBCiQv/keVaW0q9fPy5fvsykSZO4cOEC8fHxbNy40XgzjLS0NNTqGxP2PvjgA4qLi3nsscdM9jN58mSmTJlikYzSyRJCCCGEEEJUqKrT+ixtzJgxjBkzpsyfJScnm7w+c+aM5QP9jVyTJYQQQgghhBBmJCNZQgghhBBCiArZ0nRBJZCRLCGEEEIIIYQwI+lk3YGwsDDmzJljfK1SqVi7dm2FdYYNG0avXr0smksIIYQQQghz0hsst9REMl3QjNLT0/Hy8gKuX2AXHh7O/v37iY+PN24zd+5cDIaacTTt37acPZs/IT/nMrWCY+jUdyKBYZZ9sNudUFpeUF5myWs+A7p707m1By5Oao6dLuSjlZdIv6wrd/uubT3o1s4DP+/rp/WzF4r58rsMfv3tWnVFLpMtt3FZlJTXu21zIl5+Co+mjXAM8mPvo6O4+HXS7StamZLaGCSvOT01KIyeDwTg5mLHoaM5zFh4gnPpBZWq+8RjITw7NIIv153j/UWnLJy0YrbcxsJ2yEiWGQUEBNz2adUeHh54enpWTyALOrbvW5K/mk6rh0Yz+LU1+NWOYdX8p8jPvWrtaGVSWl5QXmbJaz69O3vRvb0nH624xKszzlJUrGfS6GDs7cqfD381q4TP1l3hlXfPMu69sxw6XsBrI4MICXCoxuSmbLmNy6K0vBoXZ3IOpnL4hanWjlJpSmtjyWs+gx4N4bEewcxYeIKRr+ynoLCUWW/E4mB/++t8YqLceLhbICd/z6uGpBWz5Ta2NAMqiy01UY3pZOn1et59913q1q2LVqslNDSUN998E4BDhw5x//334+TkhI+PDyNHjiQv78YH9a8pfDNmzCAwMBAfHx9Gjx6NTnfjW+NLly7Rs2dPnJycCA8PZ/ny5bdkuHm6YHh4OABNmjRBpVLRoUMHk/f6S1FRES+88AJ+fn44OjrStm1b9uzZY/x5cnIyKpWKpKQkmjdvjrOzM61btyY1NdVcTfeP7E36lNjWfYlt9Si+gXXp0n8q9g6OHN652qq5yqO0vKC8zJLXfHp09OT/NmWw+1A+f5wvZu6yi3h7aGjZ2KXcOnsP5/Prb9dIv6zj/CUdy9dfpbBIT71wx2pM/rdMNtzGZVFa3subfuT45DlcXLfZ2lEqTWltLHnN5/GHg1n25R/8vOsqp87k85/Zx/Dx1tLuXt8K6zk5qpn8cgzvzjtObl5JNaUtny23sbAtNaaTNWHCBN5++20mTpzIb7/9xueff46/vz/5+fl07doVLy8v9uzZw//93/+xefPmW+6rv3XrVk6dOsXWrVtZunQpS5YsYcmSJcafDxs2jLNnz7J161ZWrVrFwoULuXTpUrl5du/eDcDmzZtJT0/nq6++KnO78ePHs3r1apYuXcqvv/5K3bp16dq1KxkZGSbb/fvf/2bmzJns3bsXOzs7nnzyyX/YUneutKSYi2ePUCemtbFMpVYTGtOa86f3Wy1XeZSWF5SXWfKaj7+PHd4edhw4dmOa37VCPSfOFBIdVrkOk1oFbZu54uigIvX3QktFrZAtt3FZlJZXiZTWxpLXfIL8HfH11rInJdNYln+tlN+O59Aoxr3CugnPRrFjbwZ7D2RZOOXt2XIbVweDQWWxpSaqEddk5ebmMnfuXObPn8/QoUMBiIyMpG3btiQmJlJYWMiyZctwcbn+LfD8+fPp2bMn77zzjvHJ0F5eXsyfPx+NRkNMTAzdu3cnKSmJESNGcPz4cb777jt2795NixYtAPjkk0+oX79+uZlq1aoFgI+PDwEBAWVuk5+fzwcffMCSJUt48MEHAUhMTOSHH37gk08+Ydy4ccZt33zzTdq3bw/Aa6+9Rvfu3SksLMTR8db/dBUVFVFUVGRSptVqbzuVsbIK8jIx6EtxcfMxKXdx8yHjwmmzvIc5KS0vKC+z5DUfT/frp+Xs3FKT8qzcUuPPyhMa5MDbL4fgYKeisEjP24npnLtQbLGsFbHlNi6L0vIqkdLaWPKaj7fX9WnLmVmm15VmZhUbf1aWTu1qUS/SlREJv1o0X2XZchtXhxpyS4FqUyNGso4ePUpRURGdOnUq82eNGzc2drAA2rRpg16vN5ly17BhQzQajfF1YGCgcaTq6NGj2NnZ0axZM+PPY2Ji7vjaqlOnTqHT6WjTpo2xzN7ennvuuYejR4+abBsXd+OCysDAQIByR9KmT5+Oh4eHyTJ9+vQ7yiqEsIz7mrvx+cxI42Kn+eff6J2/WEzC9DTGzzjLxp+zeWGwP7WteE2WEOLu1KW9H99/2da42FVwPWl5/Hy1jB1RlzdmHqNYJ/+7F8pTI0aynJyc7ngf9vb2Jq9VKhV6vf6O92suN+dTqa6frMrLN2HCBBISEkzKzDWKBeDk6oVKrbnlIs/83Ku4uFc8t9oalJYXlJdZ8v5zuw/lcfzMjSl9f93cwsNNQ2bOjdEsTzcNv58ruqX+zUpK4cKV698Unz5bRN1QR3p08OTDFeVPbbYUW2rjylBaXiVSWhtL3n/u591X+e34XuNrB/vr3+l7edpzNfPG6LqXpwMnT5d9M4vouq54eznwyZwbX3DbaVQ0buhBnx7B3N/nR6r7v2m21MbWoK+hN6iwlBoxkhUVFYWTkxNJSbfeurZ+/focOHCA/Px8Y9n27dtRq9VER0dXav8xMTGUlJSwb98+Y1lqaipZWVnl1nFwuP7tcWlpabnbREZG4uDgwPbt241lOp2OPXv20KBBg0plK4tWq8Xd3d1kMWcnS2PngH9IQ9JSdxrLDHo9aak7CYpoYrb3MRel5QXlZZa8/1xhkYELV3TG5eyFYjKyS/h/9u47KorrbwP4s0tvS+/SQYrYMcYWC/Yuxoq9xYqKJfpLLBgTK4olxsSG2I2KJSY2FFRsoGKvWEBFRXpn2Z33D15X111WMCwzQ76fc+ac5e7M8HgddvfuvXNvHU992T56ukJ4OOviwbOK3V8lFEDljITqxKU6Lg++5eUjvtUx5f1yBQUSvEwplG1Pk/LxLr0IfnVNZfvo62nAp6YIt+9nKz1H/I1MDJ4Qh+FB8bLt3qNsnIh5i+FB8VXewAK4VceE+6pFT5auri6+//57zJw5E9ra2mjWrBlSU1Nx584dBAYGYt68eRg6dCjmz5+P1NRUTJo0CYMHD5bdj/U5np6e6NixI7777jv89ttv0NTUxJQpU1T2oFlZWUFPTw/Hjh1DjRo1oKurC2NjY7l9DAwMMG7cOMyYMQNmZmZwdHTE0qVLkZ+fj5EjR/6rOlE3P//h+Cfie1g7+sLWuQ6unt4KcVEBfL8OYDuaUnzLC/AvM+WtPH+dyUSfjmZISRXjTZoYA7uYIz1Lgss3PnxZFDLJHpdu5OKfs1kAgEHdzXHtTh5SM0qgpyvEN35GqOWhhwXrXrH1z+B0HSvDt7waBvowcHeU/azvUgOiul4oTs9CYXIKi8nKxrc6pryV58/DLzG0nyOSXxUg5U0hRg1yRlp6Ec5deifbJ2xhHZy9+A4Hjr5CQYEET5Pk1/krLJQiO1usUF6VuFzH6lZdJ6hQl2rRyAKAOXPmQFNTE3PnzsWrV69ga2uLsWPHQl9fH8ePH8fkyZPRqFEj6Ovro3fv3lixYkWFzr9lyxaMGjUKLVu2hLW1NRYuXIg5c+aUub+mpiZWr16NBQsWYO7cuWjRogWio6MV9lu8eDGkUikGDx6MnJwc+Pn54fjx47JFjbnKq2Fn5OekI/av1cjPSYWlvTe+nbCRs93lfMsL8C8z5a08kacyoKsjwLgBVjDQE+JeYiF+WvcS4pIP9yXYWGhBZPjhPlJjQw1MHmIDU5EG8gulePayGAvWvZKbpbCqcbmOleFbXuOGvmgStU32s8/y/wEAkiMO4ObI2WzFUolvdUx5K8+O/cnQ1dXAzIk1YWigiVt3szBt3i25+63sbfRgItJScRb2cbmOCbcIGIbmCvkv2cCT5VRGt/3wmA+ZKa968S0vIJ+518RH7AUpp8i1HrLHfKhjvl8TR7XKN1ydTV3EHyaH4kMd8+2a4FteQD5z824x7AUpp/NHWsoe86GOP65fLjp5Q/V9wf9Gu7qVd1sLV1SLe7IIIYQQQgghhCuqzXBBQgghhBBCiHowNLtghVAjixBCCCGEEKKSlG4wqhAaLkgIIYQQQgghlYh6sgghhBBCCCEq0RTuFUM9WYQQQgghhBBSiagnixBCCCGEEKISLfpUMdSTRQghhBBCCCGViHqyCCGEEEIIISpJaQr3CqGeLEIIIYQQQgipRAKGoRGWhBBCCCGEkLIduVqitnN3a1j9BtdVv38RIYQQQgghpFLRFO4VQ8MFCSGEEEIIIaQSUU/Wf0zWsklsRygX4xlrZI/Tb55jMUn5mNVpIXvMhzr+uH6Tx/dmMUn5OKzbL3u84RSLQSpgdNsPjwuid7EXpJz0Wg2QPeZDHX9cv08SE9kLUgGubm6yx3yr46NanuwFKacu4geyx/S6ph4fXxN8e2/mQx1/XL9cJKUbjCqEerIIIYQQQgghpBJRTxYhhBBCCCFEJZoqr2KoJ4sQQgghhBBCKhH1ZBFCCCGEEEJUYmgx4gqhnixCCCGEEEIIqUTUk0UIIYQQQghRiWYXrBhqZBFCCCGEEEJUookvKoaGC3LQ/PnzUa9ePbZjEEIIIYQQQr4A9WQRlbTrt4BOI38IDESQvH2Jwqh9kLx+rnRfg35B0HT0UCgXJ95B/oH16o4qs+/Yaew4fBzpmVlwd3JA8IgBqOXh+tnjTsZewdywP/BNo3pYMnNiFSQtxbc6NvymI4za9YCGyATFL54hc+8mFD9/XPb+rbvA8JsO0DC1gDQvBwXXLiLz0A6gRFwleVW5HrMDcac2IS87FZb2XvDvOwe2znXYjoXdZ65g68lYpGXlomYNG3zfvxNqu9RQuu+hC9cxb+shuTJtTQ1c+XVOVUT9LC7W8ZEjR7Bv/35kZGTA1cUF48aNg6en8sV2Y2NjsWfPHrxKSUFJSQns7e0R0KsX/P39qzi1clys37KYNfeD67SRMG7gC107K8T3Ho83h6PYjgWAXteqAt/em1Xhah2rG/VkVQz1ZKlJcXEx2xH+NS3PBtBt1QuFF/5BbsRSSFNfwqDPeAj0DZXun39oI7LX/U+25Wz+GYxUAvGD61WW+VTsFazeuhcj+3RD+JK58HBywNSfw5Cela3yuJS377Am4k/U81ZswKgT3+pYr2FTmPQehuyje/F60QyIXz6H5aQ5EBqKlO6v79ccJj0Hle6/YDLSt6+DfsNmMOkRWCV5Vbl/9W9EH1iEJp0nYPCsSFjV8MK+tSORl5PGaq7jcbcRuu84vuvSCrt++A41a1hj/OrtSM/OLfMYQ10dnFo6Tbb9s2hqFSYuGxfrOCYmBn9s2IDAgQOxZs0auLi64sc5c5CZmal0fyMjI/Tr3x8rQkOxbt06tGvbFitWrsTVq1erNrgSXKxfVTQM9JF98wFuB4WwHUUOva6pH9/em1Xhah0T7qFGVjnl5OQgMDAQBgYGsLW1xcqVK9GqVStMmTIFAODs7IyffvoJQ4YMgUgkwpgxYwAA33//PWrWrAl9fX24urpizpw5EIvlv+lavHgxrK2tYWRkhJEjR6KwsFDh92/cuBHe3t7Q1dWFl5cX1q1bp/Z/s7ZfaxTfvAjx7cuQpr1GwYk9YMTF0PZtonR/pjAfTF6ObNN09gLExRA/rLpG1q6/TqK7fwt0bd0cLg52mDlmEHS0tfHX6fNlHiORSDFv9QaM6tsddlaWVZYV4F8dG7XphtzYU8i7dAYlr18gY9fvkBYXwaCp8m/1tV29UJR4H/nx5yFJT0XRvRvIjz8PbSf3KsmrSnzUFtRu2he1m/SGha072vUPgZa2Lm5f3M9qrm2nLiKgeQP0bFYfbnZW+DGwK3S1tXDwgor/YwFgYWwk28xFyhvpVY2LdRwZGYlOHTuiffv2cHJ0xKSJE6Gjo4MTJ04o3b9OnTpo1rQpHB0dYWdri549e8LFxQV37typ4uSKuFi/qqQeP4uH88Lw5tAptqPIodc19ePbe7MqXK3jqiBlBGrbqiNqZJVTcHAwYmNjcfjwYZw8eRLnzp3DtWvX5PZZvnw56tati+vXr2POnNKhOkZGRggPD8fdu3exatUqbNiwAStXrpQds3fvXsyfPx+//PIL4uPjYWtrq9CA2rFjB+bOnYuff/4Z9+7dwy+//II5c+Zg69at6vsHCzWgYeOAkucPPipkUPL8ATTsnMt1Cu3aTSC+fw0QV02vnlhcggdPnqNRHR9ZmVAoRKM63rj98EmZx23edwSmIhG6+7eoipgf8K2ONTSh7eiGogc3P5QxDIru34SOS02lhxQ/uQ9tRzfZhw8Nc2vo+jZAwZ1rSvevKpKSYrxJvgMnr6ayMoFQCEevpnj1pOq+FPiUuKQE95JeobH3hyE0QqEQjb1ccfPJizKPKygqRqfZK9Fh1gpMWbcLj1+9rYq4KnGxjsViMR49fix3z6tQKES9evVw7/79zx7PMAyuJyTgxYsX8PX1VWPSz+Ni/fISva6pHe/em1Xgah0TbqJ7ssohJycHW7duxc6dO2Xj8Lds2QI7Ozu5/dq0aYNp06bJlf3444+yx87Ozpg+fTp2796NmTNnAgDCwsIwcuRIjBw5EgCwcOFCnDp1Sq43a968eQgNDUVAQAAAwMXFBXfv3sXvv/+OoUOHKuQtKipCUVGRXJmOjg50dHTK/W8W6BlAINQAky/flc/k50BoZv3Z4zVsnKBhaYeCYzvL/Tv/rcycXEikUpgZyw/xMDMW4fnL10qPuXHvEY6cPo+IZXOrIqIcvtWx0NAIAg0NSLIz5colOVnQtLZXekx+/HkIDUWwmrYQEAgg0NBE7tnjyDl+oAoSl60gNwOMVAIDI3O5cgMjc6S/LvtNX90ycvMhkTIwN5LviTIXGeDZ63dKj3G2tsD8IT3gUcMauQVFiDhxAcOWbML++eNhbWpcFbGV4mIdZ2dnQyqVwtTUVK7c1MQEL5KTyzwuLy8PgwYPhlgshlAoxIQJE9CgQQN1x1WJi/XLR/S6pn58e29What1XFXonqyKoUZWOTx58gRisRhfffWVrMzY2FjhRmk/Pz+FY/fs2YPVq1cjMTERubm5KCkpgUj04YXm3r17GDt2rNwxTZo0wZkzZwCUvrknJiZi5MiRGD16tGyfkpISGBsr/wC1aNEihITIj3mfN28e5s+fX75/cCXQqvM1JKkvy5zAgQvyCgoRsmYTZo8dAhOREdtxKowPdazjUQuiDgHI2L0Bxc8eQdPSBiZ9RkDU6Vtk/7OP7XjVQl03B9R1c5D7OWDeWuw7exUTerRhMVn1oaenh1/XrkVBQQESbtzAhg0bYGtjgzp1qv+N7kQRva6pF9/fmwl5jxpZlcjAwEDu54sXLyIwMBAhISHo0KEDjI2NsXv3boSGhpb7nLm5pTe7b9iwAY0bN5Z7TkNDQ+kxs2fPRnBwsFxZRXqxAIApyAMjlUCgL//Nk0DfCEye6htVoaUNba+GKDx/tEK/898yMTKEhlCocCNtelY2zE0UG6QvX79FSuo7zFi8RlYm/f+vaZr3G4Pdqxaiho2V2vLyrY6luTlgJBJoiEzkyjWMjCH95Fvg94y79UfelbPIu1A6g5j4VRIEOrowHTgW2cf2s/a1mJ6hKQRCDYUblfNy0mAgsmAlEwCYGupDQyhAWo78JBdp2XmwMC7ffVZaGhrwdLBFcmq6OiKWGxfrWCQSQSgUIiMjQ648IzMTpmZmZR4nFAplIxfc3NyQnJSEPXv3strI4mL98hG9rqkf396bVeFqHVcV6smqGLonqxxcXV2hpaWFuLg4WVlWVhYePnyo8rgLFy7AyckJP/zwA/z8/ODh4YHnz+V7Hby9vXH58mW5skuXLskeW1tbw87ODk+ePIG7u7vc5uLiovT36ujoQCQSyW0VbWRBKoHkdTI0nT4eky6AplNNSF49U3moVs36gIYmxHfjVO5X2bS0NOHp6oT4W/dkZVKpFPG37sO3puI0sU72ttgeGoKty+bJthZ+ddGglie2LpsHa/OyP3RVCr7VsaQExUmJ0PGs/aFMIICOZx0UPVX+tyDQ1gEYqXyh9P3P7N3oqqGpDWuHWkh6cFFWxkilSHpwEXau9VnLpaWpCW9HO1y591RWJpVKceX+E9RxVT6F+6ckUikev3wDC5Ynv+BiHWtpacHD3R0JN27IyqRSKRISEuDt5VXu80gZRmECo6rGxfrlJXpdUzvevTerwNU6ripSRn1bdUQ9WeVgZGSEoUOHYsaMGTAzM4OVlRXmzZsHoVAIgaDsF1QPDw8kJSVh9+7daNSoEY4ePYrIyEi5fSZPnoxhw4bBz88PzZo1w44dO3Dnzh24un544QkJCUFQUBCMjY3RsWNHFBUVIT4+HhkZGQo9VpWpOP4M9DoPguR1EiQpz6Ht1woCLR0U3y5tBOp1HgxpTiaKzh2RO067ThOIH90EU5ivtmxlGdC1HX76dTO83JxQy90Fu4+eQmFREbq2bgYACFmzCZZmJhgf2Bs62lpwc5Qfc2+orw8ACuXqwrc6zjl9BOZDJqH4eSKKnz+CUeuuEOroIO/iaQCA2dBJkGSmI+vQDgBAwa14GLXphuLkp7JhNaKu/VF4K17xQ0oV8/Mfjn8ivoe1oy9snevg6umtEBcVwPfrAFZzDW7bBHPCI+HjbAdfZ3vsiLqEgmIxejQtfQP/ccsBWJmIENSrLQDg97+iUdu1BhwtzZBTUIitJy4gJT0LvZqze88QwM067tWrF0JXrICHhwc8a9bEwUOHUFRUhHbt2gEoncDI3Nwcw4cPB1A65NvDwwO2trYQi8WIi4/H6dOnMXHCBNb+De9xsX5V0TDQh4G7o+xnfZcaENX1QnF6FgqTU1jLRa9r6se392ZVuFrHhHuokVVOK1aswNixY9G1a1eIRCLMnDkTycnJ0NXVLfOY7t27Y+rUqZg4cSKKiorQpUsXzJkzR+7eqH79+iExMREzZ85EYWEhevfujXHjxuH48eOyfUaNGgV9fX0sW7YMM2bMgIGBAWrXri2bPl5dxA+uQaBvCN1mXSAwMILk7Uvk7VsHJj8HACA0MlXoOxaaWkGzhhvy9q5Va7aytG32FTKyc7FxzyGkZWbDw9kBK3+YArP/H5Lw5l0ahCoaxlWNb3VccPUCMg2NYdy1//8v2vkUqWsXQpqTBQDQMLWQ+0oq+599AMPAuNsAaJiYQZqbjYJb8cg6XHUTopTFq2Fn5OekI/av1cjPSYWlvTe+nbCR9SEfHRr5IiM3D78dPoN32bnwrGGDdUGDZNOyp6RnyX25k51fiJ+2HcG77FyI9HXh7WiHrTNHws2OneE0H+NiHbds2RJZ2dnYvm0b0jMy4Obqip8WLJBNhvE2NRUC4YdBHoWFhfh13Tq8e/cO2tracHBwwIzp09GyZUu2/gkyXKxfVYwb+qJJ1DbZzz7L/wcASI44gJsjZ7MVi17XqgDf3ptV4WodVwWmmk61ri4ChqERll8iLy8P9vb2CA0Nlc0MyAdZyyaxHaFcjGd8GIudfvMci0nKx6zOhylm+VDHH9dv8vjeLCYpH4d1H9Yf2cCtJXbKNLrth8cF0bvYC1JOeq0GyB7zoY4/rt8niYnsBakAVzc32WO+1fFRLc+yd+SILuIPy2HQ65p6fHxN8O29mQ91/HH9ctG2s+o79+Bv1HdutlBPVjldv34d9+/fx1dffYWsrCwsWLAAANCjRw+WkxFCCCGEEKJe1C1TMdTIqoDly5fjwYMH0NbWRsOGDXHu3DlYWFT/7mFCCCGEEEJI+VEjq5zq16+Pq1evsh2DEEIIIYSQKlddZwFUF5rCnRBCCCGEEEIqEfVkEUIIIYQQQlSie7IqhhpZhBBCCCGEEJWokVUxNFyQEEIIIYQQQioRNbIIIYQQQgghKkkZ9W1f4tdff4WzszN0dXXRuHFjXLlyReX+f/75J7y8vKCrq4vatWvj77///rJfXE7UyCKEEEIIIYTwxp49exAcHIx58+bh2rVrqFu3Ljp06IC3b98q3f/ChQsYMGAARo4cievXr6Nnz57o2bMnbt++rbaM1MgihBBCCCGEqMQw6tsqasWKFRg9ejSGDx8OHx8frF+/Hvr6+ti8ebPS/VetWoWOHTtixowZ8Pb2xk8//YQGDRpg7dq1/7JWyiZgGLqNjRBCCCGEEFK2DafUd+4hLYpQVFQkV6ajowMdHR2FfYuLi6Gvr499+/ahZ8+esvKhQ4ciMzMThw4dUjjG0dERwcHBmDJliqxs3rx5OHjwIG7cuFFp/46PUU8WIYQQQgghRCWpVH3bokWLYGxsLLctWrRIaY53795BIpHA2tpartza2hqvX79Weszr168rtH9loCncCSGEEEIIIayZPXs2goOD5cqU9WLxCTWy/mMK9yxlO0K56PabKXtcEL2LxSTlo9dqgOxx1rJJLCYpH+MZa2SPr/k3ZzFJ+TSIOi97rM7hCpVpdNsPj/l2DfOhjj+uXz7kBfiX+eO8yeN7sxeknBzW7Zc9PqrlyWKS8ukifiB7zIfrAZC/JtJvnmMvSDmZ1Wkhe8yHOv64frlInTcYlTU0UBkLCwtoaGjgzZs3cuVv3ryBjY2N0mNsbGwqtH9loOGChBBCCCGEEF7Q1tZGw4YNERUVJSuTSqWIiopCkyZNlB7TpEkTuf0B4OTJk2XuXxmoJ4sQQgghhBCiEpemygsODsbQoUPh5+eHr776CmFhYcjLy8Pw4cMBAEOGDIG9vb3svq7JkyejZcuWCA0NRZcuXbB7927Ex8fjjz/+UFtGamQRQgghhBBCVPrSRYPVoV+/fkhNTcXcuXPx+vVr1KtXD8eOHZNNbpGUlASh8MOAvaZNm2Lnzp348ccf8b///Q8eHh44ePAgfH191ZaRGlmEEEIIIYQQXpk4cSImTpyo9Lno6GiFsj59+qBPnz5qTvUBNbIIIYQQQgghKql3aV2BGs/NDpr4ghBCCCGEEEIqEfVkEUIIIYQQQlTi0sQXfFAte7IYhsGYMWNgZmYGgUCAhIQEtfweZ2dnhIWFqeXchBBCCCGEEH6qlj1Zx44dQ3h4OKKjo+Hq6goLCwsIBAJERkaiZ8+ebMfjld2X72Jr7C28yy1ATWszzOrSBLVrWJa5f3ZBEdZGXUXU3WfIKiiCrYkhZnb6Gi1qOlRd5jNXsPVkLNKyclGzhg2+798JtV1qKN330IXrmLf1kFyZtqYGrvw6pyqilv6++i2g08gfAgMRJG9fojBqHySvnyvd16BfEDQdPRTKxYl3kH9gvbqjAgAsegTAuu8AaJmZoSAxEclrViL/wT3lO2towGbgYJi37wQtCwsUJifj1YbfkB13uUqyfs71mB2IO7UJedmpsLT3gn/fObB1rsN2LN5dw6pwtY7LQnkrh+E3HWHUrgc0RCYofvEMmXs3ofj547L3b90Fht90gIapBaR5OSi4dhGZh3YAJeIqTC3PrLkfXKeNhHEDX+jaWSG+93i8ORz1+QNZxtVrYt+x09hx+DjSM7Pg7uSA4BEDUMvD9bPHnYy9grlhf+CbRvWwZKbySQ6qGlfrWN2kUrYT8Eu17MlKTEyEra0tmjZtChsbG2hqVsu2pNodu/UEy49dxnet6mP32B7wtDHDuIhjSMstULq/uESCsVuP4VVGDpb388ehoG8xr3tzWIn0qyzz8bjbCN13HN91aYVdP3yHmjWsMX71dqRn55Z5jKGuDk4tnSbb/lk0tcryank2gG6rXii88A9yI5ZCmvoSBn3GQ6BvqHT//EMbkb3uf7ItZ/PPYKQSiB9cr5K8pq3aoMbYiUiJ2IL7Y0eiIPEx3JesgKaJidL97UaMgUXXHkhesxJ3RwzGuyMH4RryC/TcFRuKVe3+1b8RfWARmnSegMGzImFVwwv71o5EXk4aq7n4dg2rwtU6LgvlrRx6DZvCpPcwZB/di9eLZkD88jksJ82B0FCkdH99v+Yw6TmodP8Fk5G+fR30GzaDSY/AKk4uT8NAH9k3H+B2UAirOSqCq9fEqdgrWL11L0b26YbwJXPh4eSAqT+HIT0rW+VxKW/fYU3En6jnzf57xntcrWPCPZxtZO3btw+1a9eGnp4ezM3N0bZtW+Tl5UEikSA4OBgmJiYwNzfHzJkzMXToUFkP1bBhwzBp0iQkJSVBIBDA2dkZzs7OAIBevXrJyj4nMTERPXr0gLW1NQwNDdGoUSOcOnVKYb+cnBwMGDAABgYGsLe3x6+//ir3fFJSEnr06AFDQ0OIRCL07dsXb968AQA8fPgQAoEA9+/flztm5cqVcHNzk/18+/ZtdOrUCYaGhrC2tsbgwYPx7t27CtTml9l24TYCGnqiZ4OacLMyxY/dmkFXSxMHrz1Uun/k9YfIKijCyoHtUN/JGvamRvBzsYWnjbnas8oyn7qIgOYN0LNZfbjZWeHHwK7Q1dbCwQsqGiECwMLYSLaZi5Q3cNRB2681im9ehPj2ZUjTXqPgxB4w4mJo+ypfgZwpzAeTlyPbNJ29AHExxA+rppFl9W1/vPv7CNKP/43C58+QFLYM0qJCmHfsqnR/s7Yd8HrnNmRfuYTilFd4d+Qgsi5fhHWf/lWSV5X4qC2o3bQvajfpDQtbd7TrHwItbV3cvrif1Vx8u4ZV4Wodl4XyVg6jNt2QG3sKeZfOoOT1C2Ts+h3S4iIYNPVXur+2qxeKEu8jP/48JOmpKLp3A/nx56Ht5F7FyeWlHj+Lh/PC8OaQ4ns/V3H1mtj110l092+Brq2bw8XBDjPHDIKOtjb+On2+zGMkEinmrd6AUX27w86q7BE0VY2rdVwVGEZ9W3XEyUZWSkoKBgwYgBEjRuDevXuIjo5GQEAAGIZBaGgowsPDsXnzZpw/fx7p6emIjIyUHbtq1SosWLAANWrUQEpKCuLi4hAXFwcA2LJli6zsc3Jzc9G5c2dERUXh+vXr6NixI7p164akpCS5/ZYtW4a6devi+vXrmDVrFiZPnoyTJ08CAKRSKXr06IH09HTExMTg5MmTePLkCfr16wcAqFmzJvz8/LBjxw65c+7YsQMDBw4EAGRmZqJNmzaoX78+4uPjcezYMbx58wZ9+/b98gouB3GJBPdS3uFrNztZmVAowNdudrj54q3SY2LuJ6GOgxUW/XUBrZfsQMDa/dgYkwBJFfUvi0tKcC/pFRp7fxh+IBQK0djLFTefvCjzuIKiYnSavRIdZq3AlHW78PiV8n9fpRNqQMPGASXPH3xUyKDk+QNo2DmX6xTatZtAfP8aIC5WS8SPCTQ1oV+zJnKuxX8oZBjkXIuHgU8tpccItbXAFBfJlTHFRTDwZXdYhaSkGG+S78DJq6msTCAUwtGrKV49qZoGqzK8u4ZV4Godl4XyVhINTWg7uqHowc0PZQyDovs3oeNSU+khxU/uQ9vRTdao0jC3hq5vAxTcuVYViasNrl4TYnEJHjx5jkZ1fGRlQqEQjep44/bDJ2Uet3nfEZiKROju36IqYpYLV+u4qkgZ9W3VESfH0aWkpKCkpAQBAQFwcnICANSuXRsAEBYWhtmzZyMgIAAAsH79ehw/flx2rLGxMYyMjKChoQEbGxu585qYmCiUlaVu3bqoW7eu7OeffvoJkZGROHz4sNzCZ82aNcOsWbMAlDaaYmNjsXLlSrRr1w5RUVG4desWnj59CgeH0nuSIiIiUKtWLcTFxaFRo0YIDAzE2rVr8dNPPwEo7d26evUqtm/fDgBYu3Yt6tevj19++UX2Ozdv3gwHBwc8fPgQNWsqvmkVFRWhqEj+g62Ojg50dHTK9W8HgIz8QkikDMwN9OTKzQ308DQ1S+kxLzJy8OppCjrXccOvgzsgKS0bv/x1ASVSKca2blDu3/2lMnLzSzMbyX+Lby4ywLPXynv+nK0tMH9ID3jUsEZuQREiTlzAsCWbsH/+eFibGqs1r0DPAAKhBph8+eESTH4OhGbWnz1ew8YJGpZ2KDi2U10R5WgaG0OgoYmSjHS58pKMdOg6OCk9JjvuCqy+7Y/cmzdQ9OoljBo0hEnzloCQ3e93CnIzwEglMDCS72U1MDJH+uuy3/TVjW/XsCpcreOyUN7KITQ0gkBDA5LsTLlySU4WNK3tlR6TH38eQkMRrKYtBAQCCDQ0kXv2OHKOH6iCxNUHV6+JzJxcSKRSmBnLDxc1Mxbh+cvXSo+5ce8Rjpw+j4hlc6siYrlxtY4JN3GyJ6tu3brw9/dH7dq10adPH2zYsAEZGRnIyspCSkoKGjduLNtXU1MTfn5+lZ4hNzcX06dPh7e3N0xMTGBoaIh79+4p9GQ1adJE4ed790onAbh37x4cHBxkDSwA8PHxgYmJiWyf/v3749mzZ7h06RKA0l6sBg0awMvLCwBw48YNnDlzBoaGhrLt/XOJiYlKsy9atAjGxsZy26JFiyqhVlSTMgzMDHQxt3sz+NhZoGNtV4z6pi7+jLv/+YNZUtfNAd2a1IOXgy38ajojdFw/mBrpY9/Zq2xH+yytOl9DkvqyzEkyuODFr6tQ9DIZPlt2oP7xM3CYFIy0439X37EBLODzNUwIAOh41IKoQwAydm/Am0Uz8O73JdD1bQBRp2/ZjkZYkFdQiJA1mzB77BCYiIzYjkM+QsMFK4aTPVkaGho4efIkLly4gBMnTmDNmjX44YcfZMPwqsL06dNx8uRJLF++HO7u7tDT08O3336L4uLKHZZlY2ODNm3aYOfOnfj666+xc+dOjBs3TvZ8bm4uunXrhiVLligca2trq/Scs2fPRnBwsFxZRXqxAMBUXxcaQgHS8uQnuUjLK4CFkZ7SYywN9aGpIYTGR70UrpYmeJdbAHGJBFqaGhXKUFGmhvqlmXPkJwhIy86DhXH57lHR0tCAp4MtklPTP7/zv8QU5IGRSiDQl/92T6BvBCZP9c3A0NKGtldDFJ4/qsaE8kqyssBISqBpaiZXrmlqBnG68ht+S7Iy8WTu/yDQ0oamsQjid+9gN3ocilJeVUXkMukZmkIg1FC4UTkvJw0GIguWUvHvGlaFq3VcFspbOaS5OWAkEmiITOTKNYyMIf2kd+s94279kXflLPIulM7cJ36VBIGOLkwHjkX2sf3V9xNYJePqNWFiZAgNoVBhkov0rGyYmyj2tr98/RYpqe8wY/EaWZn0/6+B5v3GYPeqhahhY6Xe0GXgah0TbuJkTxYACAQCNGvWDCEhIbh+/Tq0tbURFRUFW1tbXL78YfrnkpISXL36+W9stbS0IJFIyv37Y2NjMWzYMPTq1Qu1a9eGjY0Nnj17prDf+x6oj3/29vYGAHh7eyM5ORnJycmy5+/evYvMzEz4+HwYmxwYGIg9e/bg4sWLePLkCfr3/zApQIMGDXDnzh04OzvD3d1dbjMwMFCaXUdHByKRSG6raCNLS1MD3rYWuPwkRVYmlTK4/OQV6tRQ/uJWz9EayenZkH40uPZ5WhYsjfTV3sAqzawJb0c7XLn39KPMUly5/wR1XJVPf/0piVSKxy/fwKIqJg6QSiB5nQxNp4+HfAqg6VQTklfPVB6qVbM+oKEJ8d3P319YWZiSEuQ/fAij+g0/FAoEMKrfEHl376g+VlwM8bt3gIYGTFq0RNaFc2pOq5qGpjasHWoh6cFFWRkjlSLpwUXYudZnLRfvrmEVuFrHZaG8lURSguKkROh41v5QJhBAx7MOip4qnzRJoK0DMJ/cuyu7l1egnpzVEFevCS0tTXi6OiH+1oelPqRSKeJv3YdvTcUp3J3sbbE9NARbl82TbS386qJBLU9sXTYP1uZmCsdUFa7WcVVhpIzatuqIkz1Zly9fRlRUFNq3bw8rKytcvnwZqamp8Pb2xuTJk7F48WJ4eHjAy8sLK1asQGZm5mfP6ezsjKioKDRr1gw6OjowNTVVub+HhwcOHDiAbt26QSAQYM6cOZAqmcAhNjYWS5cuRc+ePXHy5En8+eefOHq0tHehbdu2qF27NgIDAxEWFoaSkhKMHz8eLVu2lBviGBAQgHHjxmHcuHFo3bo17Ow+TDYxYcIEbNiwAQMGDMDMmTNhZmaGx48fY/fu3di4cSM0NNTXeBnc1BdzIs+ilp0FfGtYYvvF2ygoLkHPBqWNgh/2x8BKpI/J7RoBAPp+5YXdV+5iyT+XMKCxD5LSsrDx7A0M/Fr5pAhqydy2CeaER8LH2Q6+zvbYEXUJBcVi9Gha+uL345YDsDIRIahXWwDA739Fo7ZrDThamiGnoBBbT1xASnoWejVX/z1kAFAcfwZ6nQdB8joJkpTn0PZrBYGWDopvlzbe9ToPhjQnE0Xnjsgdp12nCcSPboIpzK+SnO+93bcbTt//gPyH95F//x4se/eFUFcPacdLr3mn73+E+F0qXm36HQCg7+UDbQsL5Cc+hpaFBWyHjIBAIMSb3VVzH5kqfv7D8U/E97B29IWtcx1cPb0V4qIC+H4dwGouvl3DqnC1jstCeStHzukjMB8yCcXPE1H8/BGMWneFUEcHeRdPAwDMhk6CJDMdWYdKJ30quBUPozbdUJz8FMXPHkHT0gairv1ReCtesfFVhTQM9GHg7ij7Wd+lBkR1vVCcnoXC5BQVR7KHq9fEgK7t8NOvm+Hl5oRa7i7YffQUCouK0LV1MwBAyJpNsDQzwfjA3tDR1oKbo/z9e4b6pUvBfFrOBq7WMeEeTjayRCIRzp49i7CwMGRnZ8PJyQmhoaHo1KkT2rVrh5SUFAwdOhRCoRAjRoxAr169kJWlfDKG90JDQxEcHIwNGzbA3t5eaa/Ux1asWIERI0agadOmsLCwwPfff4/sbMUhXNOmTUN8fDxCQkIgEomwYsUKdOjQAUBpb9yhQ4cwadIkfPPNNxAKhejYsSPWrFkjdw4jIyN069YNe/fuxebNm+Wes7OzQ2xsLL7//nu0b98eRUVFcHJyQseOHSFU8+QBHWu7IiO/EOtOX8W73AJ42phj3eAOMDcsHS74OisXQsGHbxltjA3x2+AOWHbsMvqsi4SVkT4Cv66F4S2qbia5Do18kZGbh98On8G77Fx41rDBuqBBsimtU9KzIPgoc3Z+IX7adgTvsnMh0teFt6Mdts4cCTe7qhmKIH5wDQJ9Q+g26wKBgREkb18ib986MPk5AAChkanCUBmhqRU0a7ghb+/aKsn4sYzo09A0NoHtsFHQMjVDQeJjPJ41DSUZGQAAbStruQ9FQm1t2I4YDR1bO0gLCpB1+RKeL/4Jkryy13yqKl4NOyM/Jx2xf61Gfk4qLO298e2EjawP+eDbNawKV+u4LJS3chRcvYBMQ2MYd+3//4sRP0Xq2oWQ5pS+T2uYWshNJ5b9zz6AYWDcbQA0TMwgzc1Gwa14ZB1m98sY44a+aBK1Tfazz/L/AQCSIw7g5sjZbMVSiavXRNtmXyEjOxcb9xxCWmY2PJwdsPKHKTD7/+GCb96lyX2e4DKu1nFVqKYdTmojYBj+D3YeNmwYMjMzcfDgQbajcF7hnqVsRygX3X4zZY8LonexmKR89FoNkD3OWjaJxSTlYzzjQ0P/mn9zFpOUT4OoD2upbODJkjWj2354zLdrmA91/HH98iEvwL/MH+dNHt+bvSDl5LDuwzpFR7U8WUxSPl3EH5bv4MP1AMhfE+k32R32XR5mdT5M/86HOv64frlo6X719SzP7M3ZO5i+GCd7sgghhBBCCCHcwf9umapV/ZqN5VSrVi25adE/3j5dHJgQQgghhJD/MqmUUdtWHVWLnqzw8PAKH/P3339DLBYrfc7a+vMLwRJCCCGEEEKIMtWikfUlnJyc2I5ACCGEEEIIL9BwwYr5zw4XJIQQQgghhBB1+M/2ZBFCCCGEEELKh3qyKoZ6sgghhBBCCCGkElFPFiGEEEIIIUQlKXVlVQj1ZBFCCCGEEEJIJaKeLEIIIYQQQohKjJTtBPwiYBjq+yOEEEIIIYSULWS78vVlK8O8QVpqOzdbaLggIYQQQgghhFQiGi5ICCGEEEIIUUlKwwUrhBpZ/zFPEhPZjlAurm5ussd8yMznvOk3z7GYpHzM6rSQPd5wisUgFTC67YfHfMjM57x8+JsD5P/u+FbHlLfyfZz3qJYne0EqoIv4gewx3+qYb3kJ/1EjixBCCCGEEKISTeNQMXRPFiGEEEIIIYRUIurJIoQQQgghhKgkpY6sCqGeLEIIIYQQQgipRNSTRQghhBBCCFGJoa6sCqFGFiGEEEIIIUQlmveiYmi4ICGEEEIIIYRUoiptZDEMgzFjxsDMzAwCgQAJCQkVPsf8+fNRr169Ss9GCCGEEEIIUU4qZdS2VUdVOlzw2LFjCA8PR3R0NFxdXWFhYQGBQIDIyEj07NmzKqPw1rBhw5CZmYmDBw9Wye87cuQI9u3fj4yMDLi6uGDcuHHw9FS+aGJsbCz27NmDVykpKCkpgb29PQJ69YK/v3+VZOVrZr7l3XfsNHYcPo70zCy4OzkgeMQA1PJw/exxJ2OvYG7YH/imUT0smTmxCpJ+3vWYHYg7tQl52amwtPeCf985sHWuw3asMvEtL8DNzHz7m1OFi/X7OXzLzKe8Zs394DptJIwb+ELXzgrxvcfjzeEotmOpxKf6fY+PmUnVq9KerMTERNja2qJp06awsbGBpibdEsZlMTEx+GPDBgQOHIg1a9bAxdUVP86Zg8zMTKX7GxkZoV///lgRGop169ahXdu2WLFyJa5evUqZq0neU7FXsHrrXozs0w3hS+bCw8kBU38OQ3pWtsrjUt6+w5qIP1HP26NKcpbH/at/I/rAIjTpPAGDZ0XCqoYX9q0dibycNLajKcW3vAA3M/Ptb04VLtbv5/AtM9/yahjoI/vmA9wOCmE7SrnwrX4BfmauLAzDqG2rjircyNq3bx9q164NPT09mJubo23btsjLy4NEIkFwcDBMTExgbm6OmTNnYujQobIeqmHDhmHSpElISkqCQCCAs7MznJ2dAQC9evWSlZXX77//DgcHB+jr66Nv377IysqSPRcXF4d27drBwsICxsbGaNmyJa5duyZ7nmEYzJ8/H46OjtDR0YGdnR2CgoJkzxcVFWH69Omwt7eHgYEBGjdujOjoaNnz4eHhMDExwV9//QVPT0/o6+vj22+/RX5+PrZu3QpnZ2eYmpoiKCgIEomkwuc9fvw4vL29YWhoiI4dOyIlJQVA6VDJrVu34tChQxAIBBAIBHLHV7bIyEh06tgR7du3h5OjIyZNnAgdHR2cOHFC6f516tRBs6ZN4ejoCDtbW/Ts2RMuLi64c+eO2jLyPTPf8u766yS6+7dA19bN4eJgh5ljBkFHWxt/nT5f5jESiRTzVm/AqL7dYWdlWSU5yyM+agtqN+2L2k16w8LWHe36h0BLWxe3L+5nO5pSfMsLcDMz3/7mVOFi/X4O3zLzLW/q8bN4OC8Mbw6dYjtKufCtfgF+ZibsqFAjKyUlBQMGDMCIESNw7949REdHIyAgAAzDIDQ0FOHh4di8eTPOnz+P9PR0REZGyo5dtWoVFixYgBo1aiAlJQVxcXGIi4sDAGzZskVWVh6PHz/G3r17ceTIERw7dgzXr1/H+PHjZc/n5ORg6NChOH/+PC5dugQPDw907twZOTk5AID9+/dj5cqV+P333/Ho0SMcPHgQtWvXlh0/ceJEXLx4Ebt378bNmzfRp08fdOzYEY8ePZLtk5+fj9WrV2P37t04duwYoqOj0atXL/z999/4+++/sW3bNvz+++/Yt29fhc+7fPlybNu2DWfPnkVSUhKmT58OAJg+fTr69u0ra3ilpKSgadOmFfkvLDexWIxHjx/L3f8mFApRr1493Lt//7PHMwyD6wkJePHiBXx9fdWS8VN8y8y/vCV48OQ5GtXxkZUJhUI0quON2w+flHnc5n1HYCoSobt/C7VnLC9JSTHeJN+Bk9eHvx+BUAhHr6Z49eQ6i8mU41tegJuZ+fY3pwoX6/dz+JaZb3n5ho/1y8fMlYmRqm+rjio0Xi/l/8ekBwQEwMnJCQBkjZOwsDDMnj0bAQEBAID169fj+PHjsmONjY1hZGQEDQ0N2NjYyJ3XxMREoUyVwsJCREREwN7eHgCwZs0adOnSBaGhobCxsUGbNm3k9v/jjz9gYmKCmJgYdO3aFUlJSbCxsUHbtm2hpaUFR0dHfPXVVwCApKQkbNmyBUlJSbCzswNQ2rg5duwYtmzZgl9++QVA6Zv1b7/9Bjc3NwDAt99+i23btuHNmzcwNDSEj48PWrdujTNnzqBfv34VOu/69etl5504cSIWLFgAADA0NISenh6KiopU1ldRURGKiorkynR0dKCjo1PuOs7OzoZUKoWpqalcuamJCV4kJ5d5XF5eHgYNHgyxWAyhUIgJEyagQYMG5f69/wbfMvMtb2ZOLiRSKcyMRXLlZsYiPH/5WukxN+49wpHT5xGxbK7a81VEQW4GGKkEBkbmcuUGRuZIf112g5EtfMsLcDMz3/7mVOFi/X4O3zLzLS/f8LF++ZiZsKdCjay6devC398ftWvXRocOHdC+fXt8++23EAqFSElJQePGjT+cWFMTfn5+ahln6ejoKGtgAUCTJk0glUrx4MED2NjY4M2bN/jxxx8RHR2Nt2/fQiKRID8/H0lJSQCAPn36ICwsDK6urujYsSM6d+6Mbt26QVNTE7du3YJEIkHNmjXlfmdRURHMzT/8Uenr68saQgBgbW0NZ2dnGBoaypW9ffsWAL74vLa2trJzlNeiRYsQEiI/HnvevHmYP39+hc7zJfT09PDr2rUoKChAwo0b2LBhA2xtbFCnDndvCOVbZr7kzSsoRMiaTZg9dghMREZsxyHki/Hlb44QQtRJWk3vnVKXCjWyNDQ0cPLkSVy4cAEnTpzAmjVr8MMPP+DkyZPqyvdFhg4dirS0NKxatQpOTk7Q0dFBkyZNUFxcDABwcHDAgwcPcOrUKZw8eRLjx4/HsmXLEBMTg9zcXGhoaODq1avQ0NCQO+/HDSgtLS255wQCgdIyqbS0D/TfnLeiDdXZs2cjODhYrqwivVgAIBKJIBQKkZGRIVeekZkJUzOzMo8TCoWynjo3NzckJyVhz969VfJhhG+Z+ZbXxMgQGkKhwiQX6VnZMDcxVtj/5eu3SEl9hxmL18jK3r9AN+83BrtXLUQNGyu1Zi6LnqEpBEINhRuV83LSYCCyYCWTKnzLC3AzM9/+5lThYv1+Dt8y8y0v3/CxfvmYuTJV1wkq1KXCE18IBAI0a9YMISEhuH79OrS1tREVFQVbW1tcvnxZtl9JSUm5Zl/S0tKSmxyiPJKSkvDq1SvZz5cuXYJQKJRNwRsbG4ugoCB07twZtWrVgo6ODt69eyd3Dj09PXTr1g2rV69GdHQ0Ll68iFu3bqF+/fqQSCR4+/Yt3N3d5baKDGn8VGWdV1tb+7P1paOjA5FIJLdVtJGlpaUFD3d3JNy4ISuTSqVISEiAt5dXuc8jZRiIxeIK/e4vxbfM/MurCU9XJ8Tfuvfhd0uliL91H741Fadwd7K3xfbQEGxdNk+2tfCriwa1PLF12TxYm5f9oVbdNDS1Ye1QC0kPLsrKGKkUSQ8uws61Pmu5ysK3vAA3M/Ptb04VLtbv5/AtM9/y8g0f65ePmQl7KtSTdfnyZURFRaF9+/awsrLC5cuXkZqaCm9vb0yePBmLFy+Gh4cHvLy8sGLFijKnxP2Ys7MzoqKi0KxZM+jo6CiMlVdGV1cXQ4cOxfLly5GdnY2goCD07dtX1ljx8PDAtm3b4Ofnh+zsbMyYMQN6enqy48PDwyGRSNC4cWPo6+tj+/bt0NPTg5OTE8zNzREYGIghQ4YgNDQU9evXR2pqKqKiolCnTh106dKlIlUmU7NmzUo5r7OzM44fP44HDx7A3NwcxsbGCr1flaVXr14IXbECHh4e8KxZEwcPHUJRURHatWsHAFi+fDnMzc0xfPhwAMCePXvg4eEBW1tbiMVixMXH4/Tp05g4YYJa8lWHzHzLO6BrO/z062Z4uTmhlrsLdh89hcKiInRt3QwAELJmEyzNTDA+sDd0tLXg5mgvd7yhvj4AKJSzwc9/OP6J+B7Wjr6wda6Dq6e3QlxUAN+vA9iOphTf8gLczMy3vzlVuFi/n8O3zHzLq2GgDwN3R9nP+i41IKrrheL0LBQmp7CYTDm+1S/Az8yVpbouGqwuFWpkiUQinD17FmFhYcjOzoaTkxNCQ0PRqVMntGvXDikpKRg6dCiEQiFGjBiBXr16yU2trkxoaCiCg4OxYcMG2Nvb49mzZ5/N4e7ujoCAAHTu3Bnp6eno2rUr1q1bJ3t+06ZNGDNmDBo0aAAHBwf88ssvshn6gNKJNhYvXozg4GBIJBLUrl0bR44ckd0btWXLFixcuBDTpk3Dy5cvYWFhga+//hpdu3atSHUpqIzzjh49GtHR0fDz80Nubi7OnDmDVq1a/atcZWnZsiWysrOxfds2pGdkwM3VFT8tWCBrCL9NTYVA+KEztLCwEL+uW4d3795BW1sbDg4OmDF9Olq2bKmWfNUhM9/ytm32FTKyc7FxzyGkZWbDw9kBK3+YArP/Hy745l0ahAJBlWT5t7wadkZ+Tjpi/1qN/JxUWNp749sJGzk75INveQFuZubb35wqXKzfz+FbZr7lNW7oiyZR22Q/+yz/HwAgOeIAbo6czVasMvGtfgF+ZibsEDBqHGA5bNgwZGZm4uDBg+r6FaSCniQmsh2hXFw/mvyDD5n5nDf95jkWk5SPWZ0P079v4MfyLxjd9sNjPmTmc14+/M0B8n93fKtjylv5Ps57VMuTvSAV0EX8QPaYb3XMt7xcNGVNrtrOHTbJ8PM78UyF78kihBBCCCGEEFI2zjWyatWqBUNDQ6Xbjh072I5HCCGEEELIfw4jZdS2VUcVuierosLDwyt8zN9//13mrE3W1tb/MhEhhBBCCCGEqJdaG1lfwsnJie0IhBBCCCGEkI/QYsQVw7lGFiGEEEIIIYRbquuwPnXh3D1ZhBBCCCGEEMJn1JNFCCGEEEIIUYl6siqGerIIIYQQQggh1U56ejoCAwMhEolgYmKCkSNHIje37PW+0tPTMWnSJHh6ekJPTw+Ojo4ICgpCVlZWhX839WQRQgghhBBCVOJjR1ZgYCBSUlJw8uRJiMViDB8+HGPGjMHOnTuV7v/q1Su8evUKy5cvh4+PD54/f46xY8fi1atX2LdvX4V+NzWyCCGEEEIIIdXKvXv3cOzYMcTFxcHPzw8AsGbNGnTu3BnLly+HnZ2dwjG+vr7Yv3+/7Gc3Nzf8/PPPGDRoEEpKSqCpWf6mk4BhaD5GQgghhBBCSNnGLslQ27lXTdFHUVGRXJmOjg50dHS++JybN2/GtGnTkJHxIXdJSQl0dXXx559/olevXuU6z8aNGzF79mykpqZW6PfTPVmEEEIIIYQQ1ixatAjGxsZy26JFi/7VOV+/fg0rKyu5Mk1NTZiZmeH169flOse7d+/w008/YcyYMRX+/dTIIoQQQgghhKjEMIzattmzZyMrK0tumz17ttIcs2bNgkAgULndv3//X/97s7Oz0aVLF/j4+GD+/PkVPp7uyfqP2XCK7QTlM7rth8d8yPxx3oLoXewFKSe9VgNkj58kJrKYpHxc3dxkj/lwPQD8vib4UMd8e40A5DM37xbDXpByOn+kpexx+s1zLCYpH7M6LWSP+ZaXj9fwUS1P9oKUUxfxA9ljPtTxx/XLRVI1znxRkaGB06ZNw7Bhw1Tu4+rqChsbG7x9+1auvKSkBOnp6bCxsVF5fE5ODjp27AgjIyNERkZCS0urXNk+Ro0sQgghhBBCCC9YWlrC0tLys/s1adIEmZmZuHr1Kho2bAgAOH36NKRSKRo3blzmcdnZ2ejQoQN0dHRw+PBh6OrqflFOGi5ICCGEEEIIUUmdwwXVwdvbGx07dsTo0aNx5coVxMbGYuLEiejfv79sZsGXL1/Cy8sLV65cAVDawGrfvj3y8vKwadMmZGdn4/Xr13j9+jUkEkmFfj/1ZBFCCCGEEEKqnR07dmDixInw9/eHUChE7969sXr1atnzYrEYDx48QH5+PgDg2rVruHz5MgDA3d1d7lxPnz6Fs7NzuX83NbIIIYQQQgghKjE8XI3YzMyszIWHAcDZ2VmuJ61Vq1aV1rNGwwUJIYQQQgghpBJRTxYhhBBCCCFEJT72ZLGJerIIIYQQQgghpBJRI6uStGrVClOmTPlX53j27BkEAgESEhIAANHR0RAIBMjMzPzX+QghhBBCCPlSUoZR21Yd0XBBDnFwcEBKSgosLCyUPh8eHo4pU6ZwptF1PWYH4k5tQl52KiztveDfdw5sneuwHatMXM27+8wVbD0Zi7SsXNSsYYPv+3dCbZcaSvc9dOE65m09JFemramBK7/OqYqoAIAjR45g3/79yMjIgKuLC8aNGwdPT+WLUsbGxmLPnj14lZKCkpIS2NvbI6BXL/j7+1dZXlXomlA/rtZxWbicd2SgM7q1t4GRgSZu3cvG8nWP8CKloFzHDvrWAWOHumLvoRdYvVH9C5DvO3YaOw4fR3pmFtydHBA8YgBqebh+9riTsVcwN+wPfNOoHpbMnKj2nO/xLa8qXL6GP2XW3A+u00bCuIEvdO2sEN97PN4cjmI71mfxqY4Je6gnqxyKi4ur5PdoaGjAxsYGmprcb/vev/o3og8sQpPOEzB4ViSsanhh39qRyMtJYzuaUlzNezzuNkL3Hcd3XVph1w/foWYNa4xfvR3p2bllHmOoq4NTS6fJtn8WTa2yvDExMfhjwwYEDhyINWvWwMXVFT/OmVNmw9/IyAj9+vfHitBQrFu3Du3atsWKlStx9erVKstcFrom1I+rdVwWLucN7O2Ab7vaY/m6Rxgz/ToKCiVYsaA2tLUEnz3Wy8MI3Tva4vHTsq+hynQq9gpWb92LkX26IXzJXHg4OWDqz2FIz8pWeVzK23dYE/En6nl7VEnO9/iWVxUuX8PKaBjoI/vmA9wOCmE7SrnxrY4rEyNl1LZVR//JRlZERATMzc1RVFQkV96zZ08MHjwY8+fPR7169bBx40a4uLiUe6XnkpISTJw4EcbGxrCwsMCcOXPkpoEUCAQ4ePCg3DEmJiYIDw8HoDhc8GPR0dEYPnw4srKyIBAIIBAIMH/+/Ir8sytVfNQW1G7aF7Wb9IaFrTva9Q+BlrYubl/cz1omVbiad9upiwho3gA9m9WHm50VfgzsCl1tLRy8cL3sgwSAhbGRbDMXGVZZ3sjISHTq2BHt27eHk6MjJk2cCB0dHZw4cULp/nXq1EGzpk3h6OgIO1tb9OzZEy4uLrhz506VZS4LXRPqx9U6LguX8/bpbo+Ivc9x/nIaEp/lYeHK+zA300GLr5WPfHhPT1eIedO8sHTNQ+TkllRJ1l1/nUR3/xbo2ro5XBzsMHPMIOhoa+Ov0+fLPEYikWLe6g0Y1bc77KwsqyTne3zLqwqXr2FlUo+fxcN5YXhz6BTbUcqNb3Vcmfi2GDHb/pONrD59+kAikeDw4cOysrdv3+Lo0aMYMWIEAODx48fYv38/Dhw4oLTRo8zWrVuhqamJK1euYNWqVVixYgU2btxYKZmbNm2KsLAwiEQipKSkICUlBdOnT6+Uc1eUpKQYb5LvwMmrqaxMIBTC0aspXj1R8UGQJVzNKy4pwb2kV2js/WFIilAoRGMvV9x88qLM4wqKitFp9kp0mLUCU9btwuNXb6siLsRiMR49fox69erJyoRCIerVq4d79+9/9niGYXA9IQEvXryAr6+vGpN+Hl0T6sfVOi4Ll/PaWevCwkwHcQkZsrK8fAnuPsyGr5dI5bHBYz1wIT4d8Tcy1ZyylFhcggdPnqNRHR9ZmVAoRKM63rj98EmZx23edwSmIhG6+7eoipgyfMurCpev4eqC6phUBPfHpamBnp4eBg4ciC1btqBPnz4AgO3bt8PR0RGtWrVCTEwMiouLERERAUvL8n9D5eDggJUrV0IgEMDT0xO3bt3CypUrMXr06H+dWVtbG8bGxhAIBLCxsVG5b1FRkUIvnY6ODnR0dP51DgAoyM0AI5XAwMhcrtzAyBzpr8t+U2ILV/Nm5OZDImVgbiTf62AuMsCz1++UHuNsbYH5Q3rAo4Y1cguKEHHiAoYt2YT988fD2tRYrXmzs7MhlUphamoqV25qYoIXycllHpeXl4dBgwdDLBZDKBRiwoQJaNCggVqzfg5dE+rH1TouC5fzmplqAwAyMsVy5RmZxbLnlPFvYYmaboYYHXxNrfk+lpmTC4lUCjNj+cafmbEIz1++VnrMjXuPcOT0eUQsm1sVEeXwLa8qXL6Gq4v/eh1Lq+mwPnX5T/ZkAcDo0aNx4sQJvHz5EkDppBLDhg2DQFA6vt3JyalCDSwA+Prrr2XHA0CTJk3w6NEjSCSSygteDosWLYKxsbHctmjRoirNQNSjrpsDujWpBy8HW/jVdEbouH4wNdLHvrPs3+NUFj09Pfy6di1WhYVh6NCh2LBhA27evMl2rGqDj9cEUa1dSyuc2Ntctmlqfv6+q09ZWehg8mh3LAi9j2Ixdz8Y5RUUImTNJsweOwQmIiO243wW3/ISQtjzn+zJAoD69eujbt26iIiIQPv27XHnzh0cPXpU9ryBgUGl/06BQKAw7lQsFpex95ebPXs2goOD5coqqxcLAPQMTSEQaijc5JmXkwYDker7A9jA1bymhvrQEAqQliN/M3padh4sjMt3T42WhgY8HWyRnJqujohyRCIRhEIhMjIy5MozMjNhamZW5nFCoRB2dnYAADc3NyQnJWHP3r2oU4e9mZjomlA/rtZxWbiU9/yVNNx9GC/7WVur9PtQUxMtpGV8mIjJ1EQbj58on8zC090QZqba2BTWUFamqSFA3VrGCOhqjzYBZyGVVn52EyNDaAiFCpNGpGdlw9xEsWf15eu3SEl9hxmL18jK3k/n3LzfGOxetRA1bKwqPyhP86rCpWu4uvqv13F1naBCXf6zPVkAMGrUKISHh2PLli1o27YtHBwc/tX5Ll++LPfzpUuX4OHhAQ0NDQCApaUlUlJSZM8/evQI+fn55T6/trZ2uXrFdHR0IBKJ5LbKbGRpaGrD2qEWkh5clJUxUimSHlyEnWv9Svs9lYWrebU0NeHtaIcr957KyqRSKa7cf4I6rsqn6/6URCrF45dvYFEFEx1oaWnBw90dCTduyMqkUikSEhLg7eVV7vNIGUYtXy5UBF0T6sfVOi4Ll/IWFEjwMqVQtj1Nyse79CL41f0wVFdfTwM+NUW4fV/5DHjxNzIxeEIchgfFy7Z7j7JxIuYthgfFq6WBBQBaWprwdHVC/K17sjKpVIr4W/fhW1NxSnQne1tsDw3B1mXzZFsLv7poUMsTW5fNg7V52V/g/BfzqsKla7i6ojomFfGf7ckCgIEDB2L69OnYsGEDIiIi/vX5kpKSEBwcjO+++w7Xrl3DmjVrEBoaKnu+TZs2WLt2LZo0aQKJRILvv/8eWlpa5T6/s7MzcnNzERUVhbp160JfXx/6+vr/OveX8PMfjn8ivoe1oy9snevg6umtEBcVwPfrAFbyfA5X8w5u2wRzwiPh42wHX2d77Ii6hIJiMXo0LX2x/nHLAViZiBDUqy0A4Pe/olHbtQYcLc2QU1CIrScuICU9C72aV809Tr169ULoihXw8PCAZ82aOHjoEIqKitCuXTsAwPLly2Fubo7hw4cDAPbs2QMPDw/Y2tpCLBYjLj4ep0+fxsQJE6okryp0TagfV+u4LFzO++fhlxjazxHJrwqQ8qYQowY5Iy29COcufbhXL2xhHZy9+A4Hjr5CQYEET5Pkv8QrLJQiO1usUF7ZBnRth59+3QwvNyfUcnfB7qOnUFhUhK6tmwEAQtZsgqWZCcYH9oaOthbcHO3ljjf8//e1T8sp7+dx+RpWRsNAHwbujrKf9V1qQFTXC8XpWShMTlFxJHv4VseVqbrOAqgu/+lGlrGxMXr37o2jR4+iZ8+e//p8Q4YMQUFBAb766itoaGhg8uTJGDNmjOz50NBQDB8+HC1atICdnR1WrVpVofWCmjZtirFjx6Jfv35IS0vDvHnzWJvG3athZ+TnpCP2r9XIz0mFpb03vp2wkbPd5VzN26GRLzJy8/Db4TN4l50Lzxo2WBc0SDYFd0p6ltx9ftn5hfhp2xG8y86FSF8X3o522DpzJNzsqmZ4SsuWLZGVnY3t27YhPSMDbq6u+GnBAtlkGG9TUyEQfuggLywsxK/r1uHdu3fQ1taGg4MDZkyfjpYtW1ZJXlXomlA/rtZxWbicd8f+ZOjqamDmxJowNNDErbtZmDbvltz9VvY2ejARlf+LO3Vp2+wrZGTnYuOeQ0jLzIaHswNW/jAFZv8//O7NuzQIBRW/z0xd+JZXFS5fw8oYN/RFk6htsp99lv8PAJAccQA3R85mK5ZKfKtjwh4B8x9vlvr7+6NWrVpYvXo121GqxAaeLEUxuu2Hx3zI/HHeguhd7AUpJ71WA2SPnyQmspikfFzd3GSP+XA9APy+JvhQx3x7jQDkMzfvFsNekHI6f+TDlyHpN8+xmKR8zOp8mE6db3n5eA0f1fJkL0g5dRE/kD3mQx1/XL9cNGBmktrOvWup4+d34pn/bE9WRkYGoqOjER0djXXr1rEdhxBCCCGEEM6iKdwr5j/byKpfvz4yMjKwZMkSeHqq/jYmKSkJPj4+ZT5/9+5dODpWvxY4IYQQQgghpOL+s42sZ8+elXtfOzs7JCQkqHyeEEIIIYSQ6uo/fodRhf1nG1kVoampCXd3d7ZjEEIIIYQQQniAGlmEEEIIIYQQlWgx4or5Ty9GTAghhBBCCCGVjXqyCCGEEEIIISpRT1bFUE8WIYQQQgghhFQi6skihBBCCCGEqCRlpGxH4BVqZBFCCCGEEEJUouGCFSNgaNJ7QgghhBBCiAq9Jj5S27kj13qo7dxsoZ4sQgghhBBCiErUk1UxNPEFIYQQQgghhFQi6sn6j9lwiu0E5TO67YfHfMhMedWLb3kB/mWmvOrHt8yUV734lhfgX+aP8x7V8mQvSDl1ET9gO4JKdIdRxVBPFiGEEEIIIYRUIurJIoQQQgghhKgkldIU7hVBPVmEEEIIIYQQUomoJ4sQQgghhBCiEs0uWDHUyCKEEEIIIYSoxDA0XLAiaLggIYQQQgghhFQi6skihBBCCCGEqETDBSuGerJ4aNiwYejZsyfbMQghhBBCCCFKUE9WFRk2bBgyMzNx8OBBtqNUmusxOxB3ahPyslNhae8F/75zYOtch+1YZeJbXoB/mSmvevEtL8C/zJRX/fiWmfKqF5/ymjX3g+u0kTBu4AtdOyvE9x6PN4ej2I5VZagnq2I40ZNVXFxcJceQynP/6t+IPrAITTpPwOBZkbCq4YV9a0ciLyeN7WhK8S0vwL/MlFe9+JYX4F9myqt+fMtMedWLb3k1DPSRffMBbgeFsB2F8IBaGlkREREwNzdHUVGRXHnPnj0xePBgzJ8/H/Xq1cPGjRvh4uICXV3dz56zVatWmDhxIqZMmQILCwt06NABAHD79m106tQJhoaGsLa2xuDBg/Hu3Tu544KCgjBz5kyYmZnBxsYG8+fPlzt3UlISevToAUNDQ4hEIvTt2xdv3rwBADx8+BACgQD379+XO2blypVwc3MDAEgkEowcORIuLi7Q09ODp6cnVq1aJdt3/vz52Lp1Kw4dOgSBQACBQIDo6GgAQHJyMvr27QsTExOYmZmhR48eePbsmexYiUSC4OBgmJiYwNzcHDNnzgTDsP9NQnzUFtRu2he1m/SGha072vUPgZa2Lm5f3M92NKX4lhfgX2bKq158ywvwLzPlVT++Zaa86sW3vKnHz+LhvDC8OXSK7SiskDJStW3VkVoaWX369IFEIsHhw4dlZW/fvsXRo0cxYsQIAMDjx4+xf/9+HDhwAAkJCeU679atW6GtrY3Y2FisX78emZmZaNOmDerXr4/4+HgcO3YMb968Qd++fRWOMzAwwOXLl7F06VIsWLAAJ0+eBFC6enWPHj2Qnp6OmJgYnDx5Ek+ePEG/fv0AADVr1oSfnx927Nghd84dO3Zg4MCBsnPUqFEDf/75J+7evYu5c+fif//7H/bu3QsAmD59Ovr27YuOHTsiJSUFKSkpaNq0KcRiMTp06AAjIyOcO3cOsbGxMDQ0RMeOHWU9daGhoQgPD8fmzZtx/vx5pKenIzIysoL/I5VLUlKMN8l34OTVVFYmEArh6NUUr55cZzGZcnzLC/AvM+VVL77lBfiXmfKqH98yU1714lteQipKLfdk6enpYeDAgdiyZQv69OkDANi+fTscHR3RqlUrxMTEoLi4GBEREbC0tCz3eT08PLB06VLZzwsXLkT9+vXxyy+/yMo2b94MBwcHPHz4EDVr1gQA1KlTB/PmzZOdY+3atYiKikK7du0QFRWFW7du4enTp3BwcABQ2hNXq1YtxMXFoVGjRggMDMTatWvx008/ASjt3bp69Sq2b98OANDS0kJIyIeuYxcXF1y8eBF79+5F3759YWhoCD09PRQVFcHGxka23/bt2yGVSrFx40YIBAIAwJYtW2BiYoLo6Gi0b98eYWFhmD17NgICAgAA69evx/Hjx1XWU1FRkUIvoo6ODnR0dMpd16oU5GaAkUpgYGQuV25gZI70108q5XdUJr7lBfiXmfKqF9/yAvzLTHnVj2+ZKa968S0voXuyKkpt92SNHj0aJ06cwMuXLwEA4eHhGDZsmKwx4eTkVKEGFgA0bNhQ7ucbN27gzJkzMDQ0lG1eXl4AgMTERNl+derI30Bpa2uLt2/fAgDu3bsHBwcHWQMLAHx8fGBiYoJ79+4BAPr3749nz57h0qVLAEp7sRo0aCD7XQDw66+/omHDhrC0tIShoSH++OMPJCUlqfz33LhxA48fP4aRkZEsv5mZGQoLC5GYmIisrCykpKSgcePGsmM0NTXh5+en8ryLFi2CsbGx3LZo0SKVxxBCCCGEEFIWRipV21YdqW12wfr166Nu3bqIiIhA+/btcefOHRw9elT2vIGBQYXP+ekxubm56NatG5YsWaKwr62treyxlpaW3HMCgQDSCvyH2tjYoE2bNti5cye+/vpr7Ny5E+PGjZM9v3v3bkyfPh2hoaFo0qQJjIyMsGzZMly+fFnleXNzc9GwYUOFoYgAKtwA/djs2bMRHBwsV1ZZvVgAoGdoCoFQQ+HG1LycNBiILCrt91QWvuUF+JeZ8qoX3/IC/MtMedWPb5kpr3rxLS8hFaXW2QVHjRqF8PBwbNmyBW3btpXrLaoMDRo0wJ07d+Ds7Ax3d3e5rbyNOG9vbyQnJyM5OVlWdvfuXWRmZsLHx0dWFhgYiD179uDixYt48uQJ+vfvL3suNjYWTZs2xfjx41G/fn24u7vL9aQBgLa2NiQSiUL+R48ewcrKSiH/+x4oW1tbucZaSUkJrl69qvLfpKOjA5FIJLdVZiNLQ1Mb1g61kPTgoqyMkUqR9OAi7FzrV9rvqSx8ywvwLzPlVS++5QX4l5nyqh/fMlNe9eJbXlI6XFBdW3Wk1kbWwIED8eLFC2zYsEE24UVlmjBhAtLT0zFgwADExcUhMTERx48fx/DhwxUaNGVp27YtateujcDAQFy7dg1XrlzBkCFD0LJlS7lheQEBAcjJycG4cePQunVr2NnZyZ7z8PBAfHw8jh8/jocPH2LOnDmIi4uT+z3Ozs64efMmHjx4gHfv3kEsFiMwMBAWFhbo0aMHzp07h6dPnyI6OhpBQUF48eIFAGDy5MlYvHgxDh48iPv372P8+PHIzMz895X3L/n5D8fN2L24fSkSaa8TcXL3fIiLCuD7dQDb0ZTiW16Af5kpr3rxLS/Av8yUV/34lpnyqhff8moY6ENU1wuiuqW3i+i71ICorhd0HWw/cyT5L1LrYsTGxsbo3bs3jh49ip49e1b6+e3s7BAbG4vvv/8e7du3R1FREZycnNCxY0cIheVrPwoEAhw6dAiTJk3CN998A6FQiI4dO2LNmjVy+xkZGaFbt27Yu3cvNm/eLPfcd999h+vXr6Nfv34QCAQYMGAAxo8fj3/++Ue2z+jRoxEdHQ0/Pz/k5ubizJkzaNWqFc6ePYvvv/9e1oizt7eHv78/RCIRAGDatGlISUnB0KFDIRQKMWLECPTq1QtZWVn/svb+Ha+GnZGfk47Yv1YjPycVlvbe+HbCRs528fMtL8C/zJRXvfiWF+BfZsqrfnzLTHnVi295jRv6oknUNtnPPsv/BwBIjjiAmyNnsxWryjDVdKp1dREwal50yd/fH7Vq1cLq1avV+WtIOW3gydIOo9t+eMyHzJRXvfiWF+BfZsqrfnzLTHnVi295Af5l/jjvUS1P9oKUUxfxA7YjqOTf/4razh21+yu1nZstauvJysjIQHR0NKKjo7Fu3Tp1/RpCCCGEEEKImkmr6b1T6qLW2QUzMjKwZMkSeHqq/vYgKSlJbpKJT929exeOjo6VHZEQQgghhBBCKp3aGlnPnj0r9752dnZISEhQ+TwhhBBCCCGEHdV1PSt1UevEF+WlqakJd3d3tmMQQgghhBBClKiuU62ri1qncCeEEEIIIYSQ/xpO9GQRQgghhBBCuIumcK8Y6skihBBCCCGEkEpEjSxCCCGEEEKISoyUUdumLunp6QgMDIRIJIKJiQlGjhyJ3Nzc8v17GQadOnWCQCDAwYMHK/y7qZFFCCGEEEIIqXYCAwNx584dnDx5En/99RfOnj2LMWPGlOvYsLAwCASCL/7ddE8WIYQQQgghRCW+TeF+7949HDt2DHFxcfDz8wMArFmzBp07d8by5ctVLhGVkJCA0NBQxMfHw9bW9ot+v4BhGJqPkRBCCCGEEFKm5t1i1HbuqH1fo6ioSK5MR0cHOjo6X3zOzZs3Y9q0acjIyJCVlZSUQFdXF3/++Sd69eql9Lj8/Hz4+flh0aJF6NGjBwQCASIjI9GzZ8+KBWAI+UKFhYXMvHnzmMLCQrajlBvfMlNe9eNbZsqrXnzLyzD8y0x51Y9vmSkvmTdvHgNAbps3b96/OufPP//M1KxZU6Hc0tKSWbduXZnHjRkzhhk5cqTsZwBMZGRkhX8/9WSRL5adnQ1jY2NkZWVBJBKxHadc+JaZ8qof3zJTXvXiW16Af5kpr/rxLTPlJUVFReXuyZo1axaWLFmi8nz37t3DgQMHsHXrVjx48EDuOSsrK4SEhGDcuHEKxx0+fBjTpk3D9evXYWhoCABf3JNF92QRQgghhBBCWFORoYHTpk3DsGHDVO7j6uoKGxsbvH37Vq68pKQE6enpsLGxUXrc6dOnkZiYCBMTE7ny3r17o0WLFoiOji5XRoAaWYQQQgghhBCesLS0hKWl5Wf3a9KkCTIzM3H16lU0bNgQQGkjSiqVonHjxkqPmTVrFkaNGiVXVrt2baxcuRLdunWrUE5qZBFCCCGEEEKqFW9vb3Ts2BGjR4/G+vXrIRaLMXHiRPTv3182s+DLly/h7++PiIgIfPXVV7CxsVHay+Xo6AgXF5cK/X5aJ4t8MR0dHcybN+9fzfxS1fiWmfKqH98yU1714ltegH+ZKa/68S0z5SXqsmPHDnh5ecHf3x+dO3dG8+bN8ccff8ieF4vFePDgAfLz8yv9d9PEF4QQQgghhBBSiagnixBCCCGEEEIqETWyCCGEEEIIIaQSUSOLEEIIIYQQQioRNbIIIYQQQgghpBJRI4sQQgghhBBCKhE1sggh/ylt2rRBZmamQnl2djbatGlT9YG+gLL8XDJixAjk5OQolOfl5WHEiBEsJFLt9OnTKCwsZDvGFykuLsaLFy+QlJQkt5HK8fjxYxw/fhwFBQUAAK5OyHz27FmUlJQolJeUlODs2bMsJFJtwYIFSqfMLigowIIFC1hIREjloyncCeE4iUSCW7duwcnJCaampmzHUbB69Wql5QKBALq6unB3d8c333wDDQ2NKk6mnFAoxOvXr2FlZSVX/vbtW9jb20MsFrOUTLklS5bA2dkZ/fr1AwD07dsX+/fvh42NDf7++2/UrVuX5YSKNDQ0kJKSolDH7969g42NjdIPg2wyNDRESUkJGjVqhFatWqFly5Zo1qwZ9PT02I5WpkePHmHEiBG4cOGCXDnDMBAIBJBIJCwlK9u2bduwfv16PH36FBcvXoSTkxPCwsLg4uKCHj16sB1PTlpaGvr164fTp09DIBDg0aNHcHV1xYgRI2BqaorQ0FC2I8op628uLS0NVlZWnLse+JI3ICCg3PseOHBAjUkIH2myHYDwE5/eLK9duwYtLS3Url0bAHDo0CFs2bIFPj4+mD9/PrS1tVlOKG/KlCmoXbs2Ro4cCYlEgpYtW+LChQvQ19fHX3/9hVatWrEdUc7KlSuRmpqK/Px8WSMwIyMD+vr6MDQ0xNu3b+Hq6oozZ87AwcGBtZw3b96UPb579y5ev34t+1kikeDYsWOwt7dnI5pK69evx44dOwAAJ0+exMmTJ/HPP/9g7969mDFjBk6cOMFywg+ys7PBMAwYhkFOTg50dXVlz0kkEvz9998KH6q4ICMjA1euXEFMTAxiYmIQFhaG4uJi+Pn5oXXr1li4cCHbERUMGzYMmpqa+Ouvv2BrawuBQMB2JJV+++03zJ07F1OmTMHPP/8s+xBtYmKCsLAwzr1vTJ06FZqamkhKSoK3t7esvF+/fggODuZcI+t94/pTaWlpMDAwYCGRamXlvXHjBszMzFhIpJyxsbHsMcMwiIyMhLGxMfz8/AAAV69eRWZmZoUaY+Q/hCGkgtatW8dYWFgwCxcuZPT09JjExESGYRhmy5YtTKtWrVhOp8jPz4/Zt28fwzAMk5iYyOjq6jIDBgxg3N3dmcmTJ7MbTgl7e3smLi6OYRiGiYyMZOzs7JgHDx4wP/74I9O0aVOW0ynauXMn06pVK+bx48eyskePHjFt2rRhdu/ezSQnJzPNmjVjevfuzWJKhhEIBIxQKGSEQiEjEAgUNn19fWbTpk2sZlRGV1eXSUpKYhiGYYKCgpgxY8YwDMMwDx48YExMTNiMpuDjOla2aWhoMAsXLmQ75mfdvn2bGTp0KKOpqckIhUK24yilr6/P3Lt3j+0Y5ebt7c1ERkYyDMMwhoaGsveNW7duMebm5iwmU87a2ppJSEhgGEY+b2JiImNgYMBmNDm9evVievXqxQiFQqZz586yn3v16sV0796dcXZ2Zjp06MB2TBkTExPG1NSUEQqFssfvN5FIxAiFQmb8+PFsx1Rq5syZzKhRo5iSkhJZWUlJCTNmzBhm+vTpLCYjXEU9WaTC1qxZgw0bNqBnz55YvHixrNzPzw/Tp09nMZlyDx8+RL169QAAf/75J7755hvs3LkTsbGx6N+/P8LCwljN96n3Q6oA4O+//0afPn1Qs2ZNjBgxAqtWrWI5naIff/wR+/fvh5ubm6zM3d0dy5cvR+/evfHkyRMsXboUvXv3ZjEl8PTpUzAMA1dXV1y5cgWWlpay57S1tWFlZcWZIY0fMzU1RXJyMhwcHHDs2DFZrwrDMJwZUvPemTNnwDAM2rRpg/3798t9I62trQ0nJyfY2dmxmFC5hw8fIjo6GtHR0YiJiUFRURFatGiB5cuXc67n+D0fHx+8e/eO7Rjl9vTpU9SvX1+hXEdHB3l5eSwkUi0vLw/6+voK5enp6dDR0WEhkXLve1oYhoGRkZHcEFdtbW18/fXXGD16NFvxFISFhYFhGIwYMQIhISFyPUXa2tpwdnZGkyZNWExYts2bN+P8+fNy7xMaGhoIDg5G06ZNsWzZMhbTES6iRhapML69WTIMA6lUCgA4deoUunbtCgBwcHDg5IcUa2tr3L17F7a2tjh27Bh+++03AEB+fj4nGwEpKSll3nD9fkienZ2d0okQqpKTkxMAyK4FvggICMDAgQPh4eGBtLQ0dOrUCQBw/fp1uLu7s5xOXsuWLQGUvkY4ODhAKOTH3EpeXl6wtLTE5MmTMWvWLNSuXZvzw++WLFmCmTNn4pdffkHt2rWhpaUl97xIJGIpmXIuLi5ISEiQ/R2+d+zYMbnheFzRokULRERE4KeffgJQeo+pVCrF0qVL0bp1a5bTfbBlyxYAgLOzM6ZPn87JoYEfGzp0KIDS66Fp06YK1y2XlZSU4P79+/D09JQrv3//Pu/eV0jVoEYWqTC+vVn6+flh4cKFaNu2LWJiYmSNlqdPn8La2prldIqGDx+Ovn37yu6zaNu2LQDg8uXL8PLyYjmdotatW+O7777Dxo0bZY3v69evY9y4cbLZ+m7dugUXFxc2Y8pJTExEWFgY7t27B6C0V2Dy5MlyvXFcsXLlSri4uCApKQlLly6FoaEhgNLG7fjx41lOp5yTkxMyMzNx5coVvH37VuEDyJAhQ1hKplxQUBDOnj2LBQsWyO57bNWqFZo3b660N4ML3r8u+Pv7y5UzHJ34Ijg4GBMmTEBhYSEYhsGVK1ewa9cuLFq0CBs3bmQ7noKlS5fC398f8fHxKC4uxsyZM3Hnzh2kp6cjNjaW7XgK5s2bx3aEz8rOzpY9rl+/PgoKCmSzNn6Ka18SAKXvzSNHjkRiYiK++uorAKXvy4sXL8bw4cNZTke4iGYXJBW2ceNGzJ8/H6GhoRg5ciQ2btyIxMRE2Ztl//792Y4o5+bNmwgMDERSUhKCg4Nlb0aTJk1CWloadu7cyXJCRfv27UNycjL69OmDGjVqAAC2bt0KExMTzt0g/vr1awwePBhRUVGybyVLSkrg7++Pbdu2wdraGmfOnIFYLEb79u1ZTgscP34c3bt3R7169dCsWTMAQGxsLG7cuIEjR46gXbt2LCf8QCwW47vvvsOcOXM41Uj9nCNHjiAwMBC5ubkQiURyvUICgQDp6ekspitbZmYmzp07J5sA486dO6hfvz4nP1THxMSofP59ryKX7NixA/Pnz0diYiKA0h7ukJAQjBw5kuVkymVlZWHt2rW4ceMGcnNz0aBBA0yYMAG2trZsR1Pw5s0bTJ8+HVFRUXj79q3CVPNcaHQLhcLP9hBz9UsCoHQUxPLly7Fq1SqkpKQAAGxtbTF58mRMmzaNkyNNCLuokUW+CN/eLJUpLCyEhoYGr4YrcNn9+/fx8OFDAICnp6fCkAquqF+/Pjp06CB3PyEAzJo1CydOnMC1a9dYSqacsbExEhISeNXIqlmzJjp37oxffvmFsz1ByqSlpSEmJgZnzpxBdHQ07t69C1NTU04OK+az/Px85ObmcnKmSb7q1KkTkpKSMHHiRKWzTXLhy7nPfTHwMS5+SfCx971yXOxxI9xBjSzyr/DtzTI3N1dh6BIXXyTj4uJw5swZpUOtVqxYwVKq6kFXVxe3bt2Ch4eHXPnDhw9Rp04dzi1KO3ToUNSrVw9Tp05lO0q5GRgY4NatW3B1dWU7SrkEBQXJNaq++eYbtGzZEq1ateL0/VmZmZnYtGmTbNhrrVq1MGLECLnJBMiXcXd3x6BBgxAYGKjwWsFFRkZGOHfunGySJ6IeJSUliI6ORmJiIgYOHAgjIyO8evUKIpFINpSbkPfonixSYU+fPkVJSQk8PDygr68v+6b60aNH0NLSgrOzM7sBP/H06VNMnDgR0dHRch+guTos4ZdffsGPP/4IT09PWFtbKwy14hqJRILw8HDZMJVPG4WnT59mKZlylpaWSEhIUPjglJCQwMkvCzw8PLBgwQLExsaiYcOGCje2BwUFsZSsbB06dEB8fDxvGlkpKSkYM2YMWrVqBV9fX7bjlEt8fDw6dOgAPT092f0hK1aswM8//4wTJ06gQYMGLCcs7TUu72sW13qQJ0yYgJ07d2LBggVo2LAhBg0ahH79+slmfuUaBwcHhSGCXHPz5k34+vpCKBTKrVuoTJ06daooVfk9f/4cHTt2RFJSEoqKitCuXTsYGRlhyZIlKCoqwvr169mOSDiGerJIhbVs2RIjRoyQzRL03vbt27Fx40ZER0ezE6wMzZo1A8MwmDx5skKjBeDesARra2ssWbIEw4YNYztKuUycOBHh4eHo0qWL0mEqK1euZCmZcgsWLMDKlSsxa9YsNG3aFEDpPVlLlixBcHAw5syZw3JCeaqGCQoEAjx58qQK05TPpk2bsGDBAgwfPlzpzHfdu3dnKVn10aJFC7i7u2PDhg3Q1Cz9vrSkpASjRo3CkydPcPbsWZYTAiEhIbLHhYWFWLduHXx8fGRTdF+6dAl37tzB+PHjsWjRIrZiqvTw4UPs2LEDu3btwtOnT9G6dWsMGjSIc5O3nDhxAqGhofj9998590Xne0KhEK9fv4aVlZXs/ixlH0G5+OUnAPTs2RNGRkbYtGkTzM3NcePGDbi6uiI6OhqjR4/Go0eP2I5IOIYaWaTCRCIRrl27pjB99OPHj+Hn54fMzEx2gpXB0NAQV69e5ew9Qp+ytbXF2bNneTFEBQAsLCwQERGBzp07sx2lXBiGQVhYGEJDQ/Hq1SsApfcUzpgxA0FBQZzsLeQbVVO3c/UD1LZt27B+/Xo8ffoUFy9ehJOTE8LCwuDi4sKJ+1k+paenh+vXryvMOHr37l34+fkhPz+fpWTKjRo1Cra2trIp0d+bN28ekpOTsXnzZpaSld+lS5cwbtw43Lx5k3PXsKmpKfLz81FSUgJ9fX2FLza4MNnM8+fP4ejoCIFAgOfPn6vc99PZi7nA3NwcFy5cgKenJ4yMjGSNrGfPnsHHx4dzf3OEfTRckFSYQCBQuuZRVlYW5954AKBRo0ZITk7mTSNr6tSp+PXXXzm3SHJZtLW1ObdekyoCgQBTp07F1KlTZdexkZERy6nK5/13YlxvCPJtzZjffvsNc+fOxZQpU/Dzzz/LXsdMTEwQFhbGyUaWSCRCUlKSQiMrOTmZk9fzn3/+ifj4eIXyQYMGwc/Pj9ONrCtXrmDnzp3Ys2cPsrOz0adPH7YjKeDD+8XHDScuNqI+RyqVKv2M8+LFC07+zRH2UU8WqbBu3bpBT08Pu3btkk1ZKpFI0K9fP+Tl5eGff/5hOaG8xMREjB07FoMGDYKvr6/CN3xcG/stlUrRpUsXPHz4ED4+Pgp5Dxw4wFIy5UJDQ/HkyROsXbuW8x/++SoiIgLLli2TDUepWbMmZsyYgcGDB7OcrHrw8fHBL7/8IhsO9P4b6tu3b6NVq1acnF0wKCgIkZGRWL58udyw1xkzZqB3796c+9BtY2ODxYsXKwyDDg8Px/fff483b96wE6wMnw4TbNOmDQIDAxEQEEATHFSCiIgIlc9zbTgmAPTr1w/Gxsb4448/YGRkhJs3b8LS0hI9evSAo6OjbGFoQt6jnixSYUuWLME333wDT09PtGjRAgBw7tw5ZGdnc26SAwBITU1FYmKi3GKB78eCc3HoUlBQEM6cOYPWrVvD3Nyc8w2X8+fP48yZM/jnn39Qq1YtTjYK+XwD/ooVKzBnzhxMnDhRtq7X+fPnMXbsWLx7946zsw7GxMRg+fLlcgs+z5gxQ/aawSVPnz6VLaT9MR0dHeTl5bGQ6POWL18OgUCAIUOGoKSkBACgpaWFcePGKSxPwAVTpkzBuHHjcO3aNbmFXDdv3sy5+yABwMvLC40aNcKECRPQv39/Ti5c/6nExERs2bIFiYmJWLVqFaysrPDPP//A0dERtWrVYjuenMmTJ8v9LBaLkZ+fD21tbejr63OykRUaGooOHTrAx8cHhYWFGDhwIB49egQLCwvs2rWL7XiEg6gni3yRV69eyRZp1NPTQ506dTBx4kSYmZmxHU2Bj48PvL29MXPmTKUTX3Bt2IKRkRF2796NLl26sB2lXD630j0Xvt37+Ab8z3m/WDVXuLi4ICQkROFDx9atWzF//nw8ffqUpWRl2759O4YPH46AgAC5BZ8jIyMRHh6OgQMHspxQno+PDxYtWoQePXrI9WStWbMGW7Zs4VzD+2P5+fmy9Qrd3Nw4vS7Z3r17sWrVKlnD29vbG5MnT0bfvn1ZTqbo0aNHvLkvFij9UqNTp05o1qwZzp49i3v37sHV1RWLFy9GfHw89u3bx3bEz3r06BHGjRuHGTNmoEOHDmzHUaqkpAR79uyRW6A6MDAQenp6bEcjXMQQUs3p6+szjx49YjtGuTk6OjL37t1jO8Z/3s6dO5nc3Fy2YzA6OjpKr9+HDx8yOjo6LCT6PC8vL2bFihUK5aGhoYyXlxcLiVTbsGEDY29vz+zevZsxMDBgdu3axSxcuFD2mPx3xcfHM9u2bWO2bdvGXL16le04Zfr666+Z0NBQhmEYxtDQkElMTGQYhmEuX77M2NvbsxmtQuLi4hhPT0+2YygVExPDiMVihXKxWMzExMSwkIhwHfVkkXLh8/oW3bp1w7Bhw9C7d2+2o5TLli1bcOzYMWzZsoXT30pXdyKRCAkJCayv9eTr64uBAwfif//7n1z5woULsWfPHty6dYulZGXT0dHBnTt3lM5A6uvry7kFnwFgx44dmD9/vqxXyM7ODiEhIRg5ciTLyT4ICAhAeHg4RCIRAgICVO7LhWG6fPb27Vv069cPMTExMDExAVC6+HPr1q2xe/duWFpashvwE4aGhrh16xZcXFwUZr7z8vLi5N+cMgkJCfjmm2+QnZ3NdhQFGhoaSElJUVhPMS0tDVZWVpy79YCwj+7JIuVSr1492foW9erV49X6Ft26dcPUqVNx69YtXqzZs3r1aiQmJsLa2hrOzs4KebkwdKlBgwaIioqCqanpZ+934kLeL8GV759CQkLQr18/nD17Vm7oXVRUFPbu3ctyOuUcHBwQFRWl0Mg6deoUHBwcWEqlWmBgIAIDA5Gfn4/c3FxOLkxtbGws+1sTiUScv1/zYxKJBCtXrsTevXuRlJSE4uJiuee5MMX4xyZNmoTc3FzcuXMH3t7eAEqnxx86dCiCgoI4dw+OiYkJUlJSFNbVu379Ouzt7VlKVbbDhw/L/cwwDFJSUrB27VrZ6xzXMP9/H/en0tLSFBaJJwSgRhYpp6dPn8q+uePiPSCqjB07FkDpIrSf4mKjsGfPnmxH+KwePXpAR0dH9phPH/b4pnfv3rh8+TJWrlyJgwcPAii9l+XKlStKJ2vggmnTpiEoKAgJCQlyM9+Fh4dj1apVLKdTTV9fn7M9yB/f3xgeHs5ekC8QEhKCjRs3Ytq0afjxxx/xww8/4NmzZzh48CDmzp3LdjwFx44dw6lTp2QNLKD03r1ff/0V7du3ZzGZcv3798f333+PP//8EwKBAFKpFLGxsZg+fTonJ5H49H1OIBDA0tISbdq0QWhoKDuhyvC+11ggEGDYsGGy9z6g9MuDmzdvyl7nCPkYDRckFSIWi/Hdd99hzpw5Ct+YEVKdfDzkhlRcZGQkQkND5SY5mDFjBmfWnOJ7b2ybNm1w4MAB2VC297Kzs9GzZ0/OzfTq5uaG1atXo0uXLjAyMkJCQoKs7NKlS9i5cyfbEeUYGRnh3LlzqFevnlz59evX0bJlS84NZysuLsaECRMQHh4OiUQCTU1NSCQSDBw4EOHh4bLlVkjFvZ/caevWrejbt6/cJBfa2tpwdnbG6NGjYWFhwVZEwlHUk0UqREtLC/v37+fklLvVzdWrV2UfUGvVqsXZXotRo0Zh0KBBaNWqFdtRqi2JRIKDBw/KXQ/du3fn5AenkpIS/PLLLxgxYgTOnz/Pdpwyfdwby4fe409FR0crDLkDgMLCQpw7d46FRKq9fv0atWvXBlB6/1BWVhYAoGvXrpx8P2nTpg0mT56MXbt2wc7ODgDw8uVLTJ06Ff7+/iynU6StrY0NGzZgzpw5uH37NnJzc1G/fn1ezJDIcHyR9fc9yM7Ozpg+fToNDSTlRo0sUmE9e/bEwYMHObs+jzJ8WrPn7du36N+/P6Kjo3lxw3Vqaio6duwIS0tL9O/fH4MGDULdunXZjlVtPH78GF26dMGLFy/g6ekJAFi0aBEcHBxw9OhRuLm5sZxQnqamJpYuXcrJIUof+3iq/uTkZAQGBqJ169YsJiqfjyceunv3Ll6/fi37WSKR4NixY5y8B6dGjRpISUmBo6Mj3NzccOLECTRo0ABxcXFyw6+4Yu3atejevTucnZ1l9xEmJyfD19cX27dvZzld2RwdHeHo6Mh2jHLZtGkTVq5cKVtk3cPDA1OmTMGoUaNYTqYc15b3INxHjSxSYR4eHliwYAFiY2PRsGFDhW91goKCWEqm3Mdr9rzPFhsbC39/f06u2TNp0iTk5OTw5obrQ4cOISMjA3/++Sd27tyJFStWwMvLC4GBgRg4cCCcnZ3ZjvhFnJycFCYdYUNQUBBcXV1x8eJF2Tp0aWlpGDRoEIKCgnD06FGWEyry9/dHTEwMb/7vU1NT0alTJ1haWmLAgAEIDAzk7BcF7yceEggEaNOmjcLzenp6WLNmDQvJVOvVqxeioqLQuHFjTJo0CYMGDcKmTZuQlJTEyS/sHBwccO3aNZw6dQr3798HUDrktW3btiwnU45hGOzbtw9nzpzB27dvIZVK5Z7n2myTc+fOxYoVKzBp0iQ0adIEAHDx4kVMnToVSUlJSu+h5oJ9+/aVOXkLF4cVE3bRPVmkwlTdiyUQCPDkyZMqTPN53t7eGDNmjMIb+YoVK7BhwwZZ7xZXGBsb49SpU2jUqJFc+ZUrV9C+fXtkZmayE6ycXrx4gV27dmHz5s149OgRSkpK2I4kx9XVFXFxcTA3N5crz8zMRIMGDTh3/RoYGODSpUuyoVbv3bhxA82aNUNubi5Lycq2fv16hISEIDAwUOkXMVyb0ROA3BcF586d4+wXBc+fPwfDMHB1dcWVK1fkera1tbVhZWXFyWGkn7p06RIuXLgADw8PdOvWje04vDd58mT8/vvvaN26NaytrRWG3nFhUfiPWVpaYvXq1RgwYIBc+a5duzBp0iS8e/eOpWRlW716NX744QcMGzYMf/zxB4YPH47ExETExcVhwoQJ+Pnnn9mOSLiGldW5SLUhlUoZqVTKdgyVtLW1lS7m+ujRI04u5mpoaMhcv35dofzatWuMkZFR1QeqgOLiYiYyMpLp3bs3o6ury9jZ2bEdSYFAIGDevHmjUP769WtGW1ubhUSqmZqaMrGxsQrl58+fZ0xNTVlI9HkCgaDMTSgUsh3vs5KTk5mlS5cyXl5ejIaGBttxeK+4uJgZPnw48+TJE7ajVMipU6eYLl26MK6uroyrqyvTpUsX5uTJk2zHUsrU1JQ5evQo2zHKzdjYmHn48KFC+YMHDxhjY+OqD1QOnp6ezM6dOxmGkV/wec6cOcyECRPYjEY4Ssh2I4/w06ZNm+Dr6wtdXV3o6urC19cXGzduZDuWUu/X7PkUV9fseX/D9atXr2RlXL7hGgDOnDmD0aNHw9raGsOGDYNIJMJff/2FFy9esB1N5vDhw7K1WY4fPy77+fDhw4iMjMRPP/3EqR6L97p27YoxY8bg8uXLYBgGDMPg0qVLGDt2LCd7hABAKpWWuXFtyYRPicVixMfH4/Lly3j27Bmsra3ZjiRz+PBhiMVi2WNVG5e8nzCJT9atW4eOHTvCyMgIkydPxuTJkyESidC5c2f8+uuvbMdTYGxszKuZUAcPHozffvtNofyPP/5AYGAgC4k+LykpSTZVu56eHnJycgCU/lu4NoyfcATbrTzCP3PmzGEMDAyYWbNmMYcOHWIOHTrEzJo1izE0NGTmzJnDdjwF69atY7S1tZmxY8cyERERTEREBPPdd98xOjo6zPr169mOpyApKYmpV68eo6WlJfsGVUtLi6lfvz6TnJzMdjwFdnZ2jK6uLtOzZ0/mzz//ZAoLC9mOpJSq3hVtbW2mZs2azJEjR9iOqSAjI4Pp3r27LKe2tjYjFAqZnj17MpmZmWzHkzE1NWVSU1MZC61xkQAAJNpJREFUhmGY4cOHM9nZ2SwnqpjTp08zo0aNYkxNTRljY2Nm+PDhzKlTpzjVU/9xLyzfeguHDBnCrFixgu0Y5WZvb8+sWbNGoXzt2rWc7KEPDw9n+vfvz+Tn57MdpUxTp06VbZMmTWKMjIyYWrVqMSNHjmRGjhzJ+Pr6MiKRiJk4cSLbUZVycXFhrl27xjAMwzRs2FD2+eH48eOcHVVA2EX3ZJEK4+NYaq6v2fMphmF4c8P1hg0b0KdPH4X1erjk5s2bqFWrFjQ0NODi4oK4uDjerWny6NEjuevB3d2d5UTyDA0NcfPmTbi6ukJDQwOvX7/m3EyYZbG3t0d6ejo6duyIwMBAdOvWjZMz3vHZwoULERoaCn9/f15MmGRoaIiEhASFv7NHjx6hfv36nLsXsqCgAL169UJsbCycnZ0VJu3hwqQM5Z29UyAQcG6dN6B0uRIHBwfMmzcPv/76K2bMmIFmzZohPj4eAQEB2LRpE9sRCcdQI4tUmImJCeLi4hTW33j48CG++uorzk/MQP57Pv7QX9bEF+TfadeuHd68eYOGDRti69at6Nevn9yinR/bvHlzFadTjQ9fFPAd3yZMGjhwIOrXr48ZM2bIlS9fvhzx8fHYvXs3S8mU69u3L86cOYNvv/1W6cQXfJ1+/MWLF7Czs4NQyP7dLe+HPGtqlk7MvXv3btnkLd999x20tbVZTki4hhpZpMImTZoELS0trFixQq58+vTpKCgo4OR4dYA/i/sC3F/XKyAgAOHh4RCJRAgICFC5LxemDjY3N8fff/+Nxo0b86KXJTg4uNz7fvp3yJY3b95g5cqVSExMxP79+9GxY8cye4MiIyOrOF31sHr16nLvy7WeIT74uH6zs7OxfPlyNGvWTDbF+KVLlxAbG4tp06bhxx9/ZCumUgYGBjh+/DiaN2/OdpRKJRKJkJCQwKv7zQh5jxpZpMImTZqEiIgIODg44OuvvwYAXL58GUlJSRgyZIjcMAUufADk2+K+H6/r1axZMwDA+fPncfDgQc6s6zV8+HCsXr0aRkZGGD58uMp9uTB18JgxYxAREQFbW1skJSWhRo0aZU5zzYVv1E1NTeHr6wtNTU0IBAKU9TLN1WE1Li4uiI+Pp97CSvZpb1Bqairy8/PlXtf09fVhZWXFiev4Y2V9cSAQCKCrqwt3d3f06NFDthYcG1T1tn2Miz1vXl5e2Lt3L+rUqcN2lEplZGSEGzducKKR5e7ujkGDBmHgwIGoWbMm23EID1Aji1QY38ZV9+vXD0+ePEFERITC4r7u7u6cmxWIb+t68cWxY8fw+PFjBAUFYcGCBTAyMlK63+TJk6s4mSKhUIjXr1/DysqKd8MbxWIxOnbsiPXr1ysMKSaVZ+fOnVi3bh02bdoET09PAMCDBw8wevRofPfdd5yboa1169a4du0aJBKJLO/Dhw+hoaEBLy8vPHjwAAKBAOfPn4ePjw/Lafnn6NGjWLNmDdavX8/JWVK/FJcaWStXrsTOnTtx7do1NGjQAIMGDUK/fv1gY2PDdjTCUdTIItUe3xb31dHRwZ07dxRuuH78+DF8fX1RWFjIUrLq4eNeOK76eHijUCjEmzdvONfjqoqlpaXsXgWiHm5ubti3b5/CsOerV6/i22+/xdOnT1lKplxYWBjOnTuHLVu2QCQSAQCysrIwatQoNG/eHKNHj8bAgQNRUFCA48ePs5yWf0xNTZGfn4+SkhLo6+srTHyRnp7OUrJ/h0uNrPcePnyIHTt2YNeuXXj69Clat26NQYMGYciQIWxHIxyjyXYAQtRNKpUqvOEApWu3SKVSFhKp9n5dr08bWVxa16t+/foKN1aXhQuzWn2MC8MXP6d379745ptvYGdnB4FAAD8/P04Pb/zUoEGDsGnTJixevJjtKNVWSkoKSkpKFMolEgnevHnDQiLVli1bhpMnT8oaWEDpF2Dz589H+/btMXnyZMydOxft27dnMaW8Fy9e4PDhw0hKSkJxcbHcc1wYCv+xsLAwtiP8Z9SsWRMhISEICQnBpUuXMG7cOAwfPpwaWUQBNbJItfd+cd9du3bBzs4OALcX9502bRqCgoKQkJAgW/gwNjYW4eHhWLVqFcvpSvXs2ZPtCF/scxN1fIytSTv++OMPBAQEyIY3jh49mtM9b58qKSnB5s2bcerUKaXTdXPtAyof+fv747vvvsPGjRvRoEEDAKW9WOPGjePkcg9ZWVl4+/atwlDA1NRUZGdnAyidufbTxgxboqKi0L17d7i6uuL+/fvw9fXFs2fPwDCMrL65ZOjQoWxHUIvyfplX1a5cuYKdO3diz549yM7ORp8+fdiORDiIGlmk2lu7di26d+8OZ2dnWU9QcnIyfH19sX37dpbTKRo3bhxsbGwQGhqKvXv3Aii9T2vPnj2cWdfrS6YD3rVrF7p3767wgbuqiUQiREZGwtjYGH5+fgBKP5xmZWWhZ8+enHlT79ixI4DSbJMnT+ZVI+v27duyD6IPHz6Ue44r9ct3mzdvxtChQ+Hn5yfrqS8pKUGHDh2wceNGltMp6tGjB0aMGIHQ0FDZ0O24uDhMnz5d9qXNlStXODOhwOzZszF9+nSEhITAyMgI+/fvh5WVFQIDA2V/m1yTmJiILVu2IDExEatWrYKVlRX++ecfODo6olatWmzH+yJcuqPl02GCbdq0wZIlSxAQEABDQ0O24xEOonuyyH8CXxb3LSkpwS+//IIRI0agRo0abMepVFyZivf7779Heno61q9fLxuCJ5FIMH78eIhEIixbtozVfIRUxMOHD2Wva15eXpxppHwqNzcXU6dORUREhGyYo6amJoYOHYqVK1fCwMAACQkJAIB69eqxF/T/GRkZISEhAW5ubjA1NcX58+dRq1Yt3LhxAz169MCzZ8/YjignJiYGnTp1QrNmzXD27Fncu3cPrq6uWLx4MeLj47Fv3z62I8qIxWLo6ekhISEBvr6+KvdNTk6GnZ1dmcOlq5JQKESjRo0wcOBA9O/fH9bW1mxHIhxHjSxSrVXkxZwrDA0Ncfv27Wo1QxTAnRuYLS0tcf78edkMZ+89ePAATZs2RVpaGkvJqp/Hjx8jMTER33zzDfT09MAwDPVk/cfl5ubK7iN0dXXlbA+AjY0Nzpw5A29vb/j4+GDx4sXo3r07bty4gWbNmiE3N5ftiHKaNGmCPn36IDg4WO619sqVKwgICMCLFy/YjijH1dUVkZGRqFu3LttRyu3Ro0c0mQ+pEBouSKo1LS0tODo6QiKRsB2l3Pz9/RETE1PtGllcUVJSgvv37ys0su7fv8/JiVD4KC0tDX379sWZM2cgEAjw6NEjuLq6YuTIkTA1NUVoaCjbEXlPIpEgPDwcUVFRePv2rcK1y4XlM5QxNDTkxVpOX3/9Nc6fPw9vb2907twZ06ZNw61bt3DgwAHZ+pBccuvWLezcuVOh3MrKCu/evWMhkWo//PAD/ve//2Hbtm2sro1WEe8bWFevXpUtpeLj48PJe/QIN1Aji1R7fHsx79SpE2bNmoVbt24pnTSge/fuLCWrHoYPH46RI0ciMTERX331FYDSxbQXLVr02YWVSflMnToVWlpaSEpKkq1NB5SuWRccHEyNrEowefJkhIeHo0uXLvD19aUewkq2YsUKWW9VSEgIcnNzsWfPHnh4eHBy4hYTExOkpKQoLKh8/fp12Nvbs5SqbGvXrsXjx49hZ2cHJycnhfc5rs1KCwBv375Fv379EBMTI7cAeOvWrbF7925eLbNBqgYNFyTVXv369fH48WOIxWJevJgLhcIynxMIBLzqlfsYV4YLSqVSLF++HKtWrUJKSgoAwM7ODkFBQZg2bRonxv7znY2NDY4fP466devK/b8/efIEderU4dxQKz6ysLBAREQEOnfuzHaU/zSuTOgzffp0XL58GX/++Sdq1qyJa9eu4c2bNxgyZAiGDBnyRZMVqVNISIjK57mWFyj9kujJkyeIiIiQfXl09+5dDB06FO7u7ti1axfLCQnXUE8Wqfb4Nt04DVlTr6KiIkycOBEzZ85EdnY2nj17hqioKPj4+FADq5Lk5eVBX19foTw9PR06OjosJKp+tLW1FdbSI1Xvu+++Q+PGjVn/8uiXX37BhAkT4ODgAIlEAh8fH0gkEgwcOBA//vgjq9mUefLkCUaMGIGWLVuyHaXcjh07hlOnTsn1zvv4+ODXX3/l1PpuhDuokUWqPS5+I/Zf5OTkpHRR6KrWo0cPBAQEYOzYsZBKpWjfvj20tLTw7t07rFixAuPGjWM7Iu+1aNECERER+OmnnwCU9sBKpVIsXboUrVu3Zjld9TBt2jSsWrUKa9eupaGCLOLKYCBtbW1s2LABc+fOxa1bt5Cbm4v69etzdqKGrKwstGvXDk5OThg+fDiGDRsmW8eSq6RSqdL3MC0tLfpylChFwwUJ4aCoqKgyb2jfvHkzS6mUc3V1RVxcHMzNzeXKMzMz0aBBA9lMYlxhYWGBmJgY1KpVCxs3bsSaNWtw/fp17N+/H3PnzpXd0Ey+3O3bt+Hv748GDRrg9OnT6N69O+7cuYP09HTExsbCzc2N7Yi816tXL5w5cwZmZmaoVauWwoc/thbS/q/hyjDoT0kkEty6dQtOTk4wNTVlO45Sqamp2LZtG7Zu3Yq7d++ibdu2GDFiBHr27MmJL+Q+1aNHD2RmZmLXrl2yBuHLly8RGBgIU1NTREZGspyQcE3ZN38QwmOmpqYwMzMr18Y1ISEhaN++PaKiovDu3TtkZGTIbVzz7NkzpfeJFRUV4eXLlywkUi0/P1+2sO+JEycQEBAAoVCIr7/+Gs+fP2c5XfXg6+uLhw8fonnz5ujRowfy8vIQEBCA69evUwOrkpiYmKBXr15o2bIlLCwsYGxsLLeR/5YpU6Zg06ZNAEobWC1btkSDBg3g4OCA6OhodsOVwdLSEsHBwbhx4wYuX74Md3d3DBkyBHZ2dpg6dSoePXrEdkQ5a9euRXZ2NpydneHm5gY3Nze4uLggOzsba9asYTse4SAaLkiqpbCwMNnjtLQ0LFy4EB06dECTJk0AABcvXsTx48cxZ84clhKWbf369QgPD8fgwYPZjqLS4cOHZY+PHz8u98FOIpEgKiqKk9PQu7u74+DBg+jVqxeOHz+OqVOnAiidOUokErGcrnpISkqCg4MDfvjhB6XPOTo6spCqetmyZQvbEQiH7Nu3D4MGDQIAHDlyBE+ePMH9+/exbds2/PDDD4iNjWU5YdlSUlJw8uRJnDx5EhoaGujcuTNu3boFHx8fLF26VPYazTYHBwdcu3YNp06dki0A7u3tjbZt27KcjHAVDRck1V7v3r3RunVrTJw4Ua587dq1OHXqFA4ePMhOsDKYm5vjypUrnP/GX9UsiFpaWnB2dkZoaCi6du1ahak+b9++fRg4cCAkEgn8/f1x4sQJAMCiRYtw9uxZ/PPPPywn5D8NDQ2kpKTAyspKrjwtLQ1WVla8nSGTi1JTU/HgwQMAgKenJ00jXcW4MlxQV1cXjx8/Ro0aNTBmzBjo6+sjLCwMT58+Rd26dZGdnc1qvk+JxWIcPnwYW7ZswYkTJ1CnTh2MGjUKAwcOlH3ZFRkZiREjRnByBAch5UE9WaTaO378OJYsWaJQ3rFjR8yaNYuFRKqNGjUKO3fu5GQv23s3b96EWCyGhoYGXFxcEBcXBwsLC7Zjlcu3336L5s2bIyUlBXXr1pWV+/v7o1evXiwmqz4YhlE6GUNubi50dXVZSFT95OXlYdKkSYiIiJDdt6mhoYEhQ4ZgzZo1Smd3JJWPKxP6WFtb4+7du7C1tcWxY8fw22+/ASgdHs3FWVNtbW0hlUoxYMAAXLlyBfXq1VPYp3Xr1rL1qLiCT/dLE/ZRI4tUe+bm5jh06BCmTZsmV37o0CGFyRrYEhwcLHsslUrxxx9/4NSpU6hTp47CGzgXFsKsX78+Xr9+DUtLSwgEAt7NbmZjYwMbGxu5svcLE5Mv9/46FggEmDNnjtwHfYlEgsuXLyv9MEUqLjg4GDExMThy5AiaNWsGADh//rxsvbf3H7LJlynvhD63b99mI56C4cOHo2/fvrC1tYVAIJANYbt8+TK8vLxYTqdo5cqV6NOnj8ovXUxMTPD06dMqTKVaSEgIFixYAD8/P1k9E6IKDRck1V54eDhGjRqFTp06oXHjxgBK33iOHTuGDRs2YNiwYewGBCo0rfWZM2fUmKR8zM3N8ffff6Nx48bQ0NCQNbjIf9v76zgmJgZNmjSBtra27DltbW04Oztj+vTpnJ1Wmk8sLCywb98+tGrVSq78zJkz6Nu3L1JTU9kJVk0IhUK8fv1aYcjrmzdv4OjoiKKiIpaSlW3fvn1ITk5Gnz59UKNGDQDA1q1bYWJigh49erCcjv9sbW2xdOlSzt8vTbiDerJItTds2DB4e3tj9erVsmmNvb29cf78eVmji21caDhVRO/evdGyZUvY2toCAPz8/MocksK1KdyJ+ry/jocPH45Vq1bRRCJqlJ+fD2tra4VyKysr5Ofns5CoeuDrhD5A6VDoTw0dOpSFJNVTcXExmjZtynYMwiPUk0UIx4wYMQKrVv1fe3cflfP9/wH8We2Su66u6EY5lbtIKV0yo00X2uiwWXLcG3JzTI5SWDZWh5mcoSZ2mKEpw9ki88d0s1JkVijdIFTk5mRUKpVZd78/Ol2/pZjtm97X5+r5OKdz8r4+fzxPR13X633zeu9Qtxlv0nQGQ1P2fcfExCAvLw8+Pj7YuHFji7xNfH192zkZkfZzc3NDz549ERERod5y9fTpU8yfPx+lpaX49ddfBSeUJqk29AEa3yOSk5Nx584d/PXXX81e8/HxEZRKewQEBKB79+4afV6aNAuLLOoQ8vPzER4ejoKCAnz99dcwNTXFqVOnYGVlBXt7e9HxmnlRZ7bi4mL06tULtbW1gpK1zsvLC2FhYS8ssqhjunjxIn788cdWP/Dxotz/XXZ2Ntzd3fHs2TN1A5fMzEzo6+sjLi5O4/6uSUFWVhbs7e0l2dAnIyMDEydORHV1NaqqqtCjRw8UFxeja9euMDU15Y6CNuDr64uIiAg4Ojpq7Hlp0iy8jJi0XnJyMhwcHJCamopjx46hsrISQOMHkqCgIMHp/l9FRQXKy8vR0NCAJ0+eoKKiQv31+PFj/PLLLy0KL00QHh7OAouaOXr0KFxcXHDt2jVER0ejpqYGV65cQWJiIi/KbSMODg64efMmgoOD4eTkBCcnJ2zZsgV5eXkssP4jpVKJ0tJSAJBcQx8/Pz988MEHePz4Mbp06YLff/8dhYWFcHZ2xrZt20TH0wpZWVlwcnKCrq4ucnJykJGRof66fPmy6HikgbiSRVpv1KhRmDZtGvz9/ZvdaZKWlgZPT0/cu3dPdEQAjdtUXvamrqOjgw0bNrR6watInp6er/wsVzA6BkdHRyxduhTLly9X/8717dsXS5cuhbm5OTZs2CA6ouQFBwfDzMwMCxcubDZ+4MABPHr0CAEBAYKSSZeUG/ooFAqkpqZi0KBBUCgUOH/+PAYPHozU1FTMnz9ffXkuEbUfNr4grZednY3Dhw+3GDc1NUVxcbGARK07ffo0GhoaMG7cOBw7dgw9evRQv9apUydYW1vDwsJCYMLWyeVyREdHw9DQEMOHDwcAXLp0CeXl5fDw8JDUbDC1jfz8fEyaNAlA4//dqqoq6OjowM/PD+PGjWOR1Qa+/fbbVv+u2dvbY+bMmSyy/gMpN/SRyWTq82Smpqa4c+cOBg8eDENDQ9y9e1dwOu2Sl5eH/Px8uLq6okuXLi+8F5CIRRZpPYVCgaKiIvTt27fZeEZGBnr37i0oVUsqlQoAcOvWLVhaWr70ALYmMTMzw/Tp07Fnzx71B5K6ujp4e3tDLpdj69atghNSezMyMsKTJ08AAL1790ZOTg4cHBxQVlbGzndt5MGDB+pi4O9MTExQVFQkIJH07d27F56enuqGPkuWLJHMVmilUokLFy7AxsYGKpUKgYGBKC4uRmRkJIYMGSI6nlYoKSnB9OnTcfr0aejo6ODmzZvo168fFi1aBCMjI2zfvl10RNIwLLJI6zXN6v7000/Q0dFBfX09zp07h9WrV2PevHmi47VgbW0NoLFFc2tNAxwdHUXEeqEDBw4gJSWl2Yyvnp4e/P394eLiwiKrA3J1dUV8fDwcHBwwbdo0+Pr6IjExEfHx8XBzcxMdTytYWlri3LlzLSaPzp07p5Er3lLh7u4OoHE13tfXVzJF1ubNm9UTG19++SXmzZuHZcuWwcbGRmM60kqdn58fZDKZepWwyYwZM+Dv788ii1pgkUVab/PmzVi+fDksLS1RV1cHOzs71NbWYs6cOVi/fr3oeC08evQIXl5eOHXqVKuv19XVtXOil6utrUVubi4GDRrUbDw3Nxf19fWCUpFIu3btwp9//gkAWLduHWQyGX777TdMnTpVI3/npGjJkiVYuXIlampqMG7cOABAQkICPvnkE6xatUpwOukLDw8XHeFfadqqDTRuF4yJiRGYRjvFxcUhNjZWfdFzExsbGxQWFgpKRZqMRRZpvU6dOuG7775DYGAgsrOzUVVVBaVSiQEDBoiO1qqVK1eirKwMqampGDNmDKKjo/HHH39g06ZNGjlT5uXlhUWLFiE/Px8jRowAAKSmpiI4OBheXl6C05EIK1euxNixY+Hq6or+/ftj7dq1oiNpnTVr1qCkpATe3t7q1e7OnTsjICAAn376qeB00ifVhj4PHz7E9evXAQC2traSadwhBVVVVejatWuL8dLSUujr6wtIRJqO3QWpQ9i/fz9CQ0Nx8+ZNAI0zTytXrsTixYsFJ2vJ3NwcP//8M0aMGAG5XI6LFy9i4MCBOHnyJL766iukpKSIjthMfX09tm3bhh07dqjPglhYWMDHxwerVq164cFx0l6LFy/GmTNnkJeXh969e0OlUmHMmDFQqVSwsbERHU+rVFZW4tq1a+jSpQtsbGz4Ya+NLFiw4JUb+mjCqteTJ0/g7e2No0ePqnc76OnpYcaMGfjmm294dUIbmDhxIpydnfHFF1/AwMAAWVlZsLa2xsyZM1FfX4+oqCjREUnDsMgirRcYGIiQkBCsWLECo0aNAgCcP38eu3btgp+fHzZu3Cg4YXNyuRxZWVno06cPrK2tcfjwYbz99tu4desW7O3tNa5xwNOnT9HQ0ICuXbuioqICt2/fRkJCAuzs7DBhwgTR8Uig+/fv48yZM0hOTkZycjJu3LgBc3Nzjbk2gehFAgICUFpaKpmGPjNmzEBGRgZ27tzZ7H3O19cXTk5OOHr0qOCE0peTkwM3NzcMGzYMiYmJmDx5Mq5cuYLS0lKcO3cO/fv3Fx2RNAyLLNJ6JiYmCAsLw6xZs5qNHzlyBCtWrNCoNu4A8Oabb2LTpk2YMGECJk+eDIVCgeDgYISFhSEqKgr5+fmiIzYzfvx4eHp64uOPP0ZZWRlsbW0hk8lQXFyMkJAQLFu2THREEqS6uhopKSk4ffo0kpKSkJ6eDjs7O2RkZIiORvRSJiYmSElJaXHW9Pr163BxcUFJSYmgZK3r1q0bYmNj8c477zQbP3v2LNzd3VFVVSUomXYpLy/Hrl27kJmZicrKSgwbNgzLly9vtdMnEc9kkdarqalpdii4ibOzM2prawUkejlfX1/1trugoCC4u7vj0KFD6NSpEw4ePCg4XUvp6ekIDQ0FAERFRcHMzAwZGRk4duwYAgMDWWR1QJ999hmSkpKQkZGBwYMHQ6VSYe3atXB1dYWRkZHoeET/SGoNfXr27NnqlkBDQ0P+zrWBmpoauLu7Y8+ePVi3bp3oOCQRLLJI63300UfYvXs3QkJCmo3v3bsXc+bMEZTqxebOnav+ftiwYSgsLERubi6srKxgbGwsMFnrqqur1W2O4+Li4OnpCV1dXYwcOZIdlzqoLVu2wMTEBEFBQfD09MTAgQNFRyL6V6TW0Gf9+vXw9/dHZGQkevXqBaDxLrU1a9bg888/F5xO+mQyGbKyskTHIInhdkHSSv7+/urva2tr8f3338PKygojR44E0PhmeefOHcybNw87d+4UFfOFpNSow9HREYsXL8aUKVMwZMgQxMTEYNSoUbh06RImTZqEBw8eiI5I7SwzMxPJyclISkrC2bNn0alTJ3XzizFjxrDoIo0nhYY+SqWyWQOOmzdv4tmzZ7CysgIA3LlzB/r6+rCxsUF6erqomFrDz88P+vr62LJli+goJBEsskgrjR079pWe09HRQWJi4mtO8+9IrVFHVFQUZs+ejbq6Ori5uSEuLg4AEBwcjDNnzrzwvi/qODIzMxEaGooffvgB9fX1GnfXG9HzpNDQZ8OGDa/8bFBQ0GtM0jGsWLECERERsLGxgbOzM7p169bs9ed3yxCxyCLSMFJr1AE0bkspKirC0KFDoaurCwBIS0uDXC6Hra2t4HTU3hoaGpCRkYGkpCQkJSUhJSUFFRUVcHR0hEqlUp/hI9JU2trQ58iRI5g8eXKLAoH+2csmbzVxwpbEY5FFpGEUCgUuXLjQ4j6hGzduYMSIESgrKxMTjOgVGRkZobKyEkOHDlVvExw9ejQUCoXoaESvxNjYGMnJybC3t8e+ffuwc+fOZg19rl27JjrifyKXy3H58mX069dPdBStde/ePVhYWKgnHKnjYuMLIg0jtUYdRM87dOgQRo8eDblcLjoK0X+irQ19OK/++tnZ2bGQJQAssog0wt8bdejo6GDfvn2Ii4trtVEHkaabNGmS6AhE/5MBAwbgxIkTmDJlCmJjY+Hn5wcAePjwIScP6KVYyFITFllEGuD5y1mdnZ0BQH3xsLGxMYyNjXHlypV2z0ZE1NEEBgZi9uzZ8PPzg5ubm7oJUVxcHJRKpeB0RCQFPJNFRERE9BxtbOhjYGCAzMxMbmV7jfgzpiZcySIiIiJ6Tq9evdQX+zZpupiYiOifsPUJERERUQdgbW0NmUwmOoZW+/sF0dSxscgiIiIikrB+/fqhpKSkxXhZWVmzbWs5OTmwtLRsz2gdDk/hUBMWWUREREQSdvv2bdTV1bUYf/bsGe7fvy8gkXapqanBG2+8gZycnH989urVq7C2tm6HVKTpeCaLiIiISIJOnjyp/j42NhaGhobqf9fV1SEhIQF9+vQRkEy7yGQyWFlZtVrIPo8rhdSE3QWJiIiIJKip62FrZDIZ+vTpg+3bt+P9999vx1Taaf/+/Th+/DgiIyPRo0cP0XFIAlhkEREREUlMVlYW7O3toaenh759++LChQswNjYWHUtrKZVK5OXloaamBtbW1ujWrVuz19PT0wUlI03F7YJEREREEqNUKvHgwQOYmJhAR0eHXe1eMw8PD9ERSGJYZBERERFJjEKhQEFBAUxMTFBYWIj6+nrRkbRaQUEBFi5cCJVKJToKSQSLLCIiIiKJmTp1KlQqFczNzQEAw4cPh56eXqvPFhQUtGc0rVReXo733nsP1tbW8PLywoIFC2BhYSE6FmkwnskiIiIikqCYmBjk5eXBx8cHGzduhIGBQavP+fr6tnMy7fTo0SNERkbi4MGDuHr1Kt59910sXLgQHh4evOSZWmCRRURERCRhXl5eCAsLe2GRRW0vPT0d4eHh2LdvH7p37465c+fC29sbNjY2oqORhuBlxEREREQSFh4ezgKrHRUVFSE+Ph7x8fHQ09PDxIkTkZ2dDTs7O4SGhoqORxqCK1lEREREEubp6fnKzx4/fvw1JtFeNTU1OHnyJMLDwxEXFwdHR0csXrwYs2fPhlwuBwBER0dj4cKFePz4seC0pAnY+IKIiIhIwuRyOaKjo2FoaIjhw4cDAC5duoTy8nJ4eHiwvXsbMDc3R319PWbNmoW0tDQ4OTm1eGbs2LFQKBTtno00E1eyiIiIiCQsICAApaWl2LNnj7rDYF1dHby9vSGXy7F161bBCaUvMjIS06ZNQ+fOnUVHIYlgkUVEREQkYSYmJkhJScGgQYOajV+/fh0uLi4oKSkRlIyo42LjCyIiIiIJq62tRW5ubovx3NxcXlJMJAjPZBERERFJmJeXFxYtWoT8/HyMGDECAJCamorg4GB4eXkJTkfUMXG7IBEREZGE1dfXY9u2bdixYweKiooAABYWFvDx8cGqVavU57SIqP2wyCIiIiKSsKdPn6KhoQFdu3ZFRUUFbt++jYSEBNjZ2WHChAmi4xF1SDyTRURERCRhH374ISIiIgA0rmqNHz8eISEh8PDwwO7duwWnI+qYWGQRERERSVh6ejpGjx4NAIiKioKZmRkKCwsRERGBsLAwwemIOiYWWUREREQSVl1dDQMDAwBAXFwcPD09oauri5EjR6KwsFBwOqKOiUUWERERkYQNGDAAJ06cwN27dxEbG4vx48cDAB4+fAi5XC44HVHHxCKLiIiISMICAwOxevVq9OnTB2+99RZGjRoFoHFVS6lUCk5H1DGxuyARERGRxD148ABFRUUYOnQodHUb59DT0tIgl8tha2srOB1Rx8Mii4iIiIiIqA1xuyAREREREVEbYpFFRERERETUhlhkERERERERtSEWWURERERERG2IRRYREREREVEbYpFFRERERETUhlhkERERERERtaH/A/WEAAyneNK9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(corr_matrix, annot=True, linewidths=1, cmap=\"coolwarm\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построение линейного графика зависимости цены от жилой площади\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.regplot(\n",
    "    data=df,\n",
    "    x=\"sqft_living\",\n",
    "    y=\"price\",\n",
    "    scatter_kws={\"s\": 10},\n",
    "    line_kws={\"color\": \"red\"},\n",
    ")\n",
    "plt.title(\"Зависимость цены от жилой площади с линией тренда\")\n",
    "plt.xlabel(\"Жилая площадь (кв. футы)\")\n",
    "plt.ylabel(\"Цена\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"y\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Это диаграмма, показывающая взаимосвязь между общей жилой площадью (sqft_living) и ценой.\n",
    "\n",
    "Из графика видно, что существует положительная тенденция увеличения цены с увеличением жилой площади."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Построение Hexbin Plot\n",
    "plt.hexbin(df[\"grade\"], df[\"price\"], gridsize=50, mincnt=1)\n",
    "plt.colorbar(label=\"Количество объектов в бине\")\n",
    "\n",
    "# Заголовок и подписи осей\n",
    "plt.title(\"Взаимосвязь между конструкцией здания, дизайном и ценой\")\n",
    "plt.xlabel(\"Конструкция здания и дизайн\")\n",
    "plt.ylabel(\"Цена\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"y\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Цвет каждого шестиугольника отражает количество объектов недвижимости, попадающих в соответствующий диапазон значений жилой площади и цены. Параметр gridsize контролирует размер сетки шестиугольников, а cmap задает цветовую палитру. mincnt=1 указывает, что шестиугольники с одним и более объектами будут окрашены.\n",
    "\n",
    "Из графика видно, что существует прямая зависимость цены от оценки качества материалов и отделки (grade)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_571/1936023942.py:3: FutureWarning: \n",
      "\n",
      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
      "\n",
      "  sns.barplot(x=\"bathrooms\", y=\"price\", data=df, ci=None)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([0,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  6,\n",
       "  7,\n",
       "  8,\n",
       "  9,\n",
       "  10,\n",
       "  11,\n",
       "  12,\n",
       "  13,\n",
       "  14,\n",
       "  15,\n",
       "  16,\n",
       "  17,\n",
       "  18,\n",
       "  19,\n",
       "  20,\n",
       "  21,\n",
       "  22,\n",
       "  23,\n",
       "  24,\n",
       "  25,\n",
       "  26,\n",
       "  27,\n",
       "  28,\n",
       "  29],\n",
       " [Text(0, 0, '0.0'),\n",
       "  Text(1, 0, '0.5'),\n",
       "  Text(2, 0, '0.75'),\n",
       "  Text(3, 0, '1.0'),\n",
       "  Text(4, 0, '1.25'),\n",
       "  Text(5, 0, '1.5'),\n",
       "  Text(6, 0, '1.75'),\n",
       "  Text(7, 0, '2.0'),\n",
       "  Text(8, 0, '2.25'),\n",
       "  Text(9, 0, '2.5'),\n",
       "  Text(10, 0, '2.75'),\n",
       "  Text(11, 0, '3.0'),\n",
       "  Text(12, 0, '3.25'),\n",
       "  Text(13, 0, '3.5'),\n",
       "  Text(14, 0, '3.75'),\n",
       "  Text(15, 0, '4.0'),\n",
       "  Text(16, 0, '4.25'),\n",
       "  Text(17, 0, '4.5'),\n",
       "  Text(18, 0, '4.75'),\n",
       "  Text(19, 0, '5.0'),\n",
       "  Text(20, 0, '5.25'),\n",
       "  Text(21, 0, '5.5'),\n",
       "  Text(22, 0, '5.75'),\n",
       "  Text(23, 0, '6.0'),\n",
       "  Text(24, 0, '6.25'),\n",
       "  Text(25, 0, '6.5'),\n",
       "  Text(26, 0, '6.75'),\n",
       "  Text(27, 0, '7.5'),\n",
       "  Text(28, 0, '7.75'),\n",
       "  Text(29, 0, '8.0')])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построение столбчатой диаграммы для визуализации средней цены в зависимости от количества ванных комнат\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=\"bathrooms\", y=\"price\", data=df, ci=None)\n",
    "plt.title(\"Средняя цена в зависимости от количества ванных комнат\")\n",
    "plt.xlabel(\"Количество ванных комнат\")\n",
    "plt.ylabel(\"Средняя цена\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"y\")\n",
    "plt.xticks(rotation=-45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Эта столбчатая диаграмма для визуализации средней цены в зависимости от количества ванных комнат (bathrooms).\n",
    "\n",
    "Из графика можно сделать вывод, что чем больше количество ванных комнат, тем больше цена"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_571/434691784.py:2: FutureWarning: \n",
      "\n",
      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
      "\n",
      "  sns.barplot(x=\"view\", y=\"price\", data=df, ci=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=\"view\", y=\"price\", data=df, ci=None)\n",
    "plt.title(\"Средняя цена в зависимости от хорошего вида\")\n",
    "plt.xlabel(\"Оценка вида\")\n",
    "plt.ylabel(\"Средняя цена\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"y\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Эта столбчатая диаграмма для визуализации средней цены в зависимости от оценки вида из окон.\n",
    "\n",
    "Из графика можно сделать вывод, что чем лучше вид из окна, тем больше цена"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# plt.figure(figsize=(12, 8))\n",
    "# sns.barplot(x=\"waterfront\", y=\"price\", data=df, ci=None)\n",
    "# plt.title(\"Зависимость средней стоимости недвижимости от вида на набережную\")\n",
    "# plt.xlabel(\"Вид на набережную\")\n",
    "# plt.ylabel(\"Средняя цена\")\n",
    "# plt.ticklabel_format(style=\"plain\", axis=\"y\")\n",
    "\n",
    "\n",
    "sns.boxplot(x=df[\"waterfront\"], y=df[\"price\"], whis=1.5)\n",
    "\n",
    "plt.xlabel(\"Вид на набережную\")\n",
    "plt.ylabel(\"Стоимость\")\n",
    "plt.title(\"Зависимость средней стоимости недвижимости от вида на набережную\")\n",
    "plt.ticklabel_format(style=\"plain\", axis=\"y\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Эта столбчатая диаграмма для визуализации средней цены в зависимости от наличия вида на набережную.\n",
    "\n",
    "Из графика можно сделать вывод, что наличие вида на набережную увеличивает цену объекта."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
